{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "86584be8-cb35-457b-bd8f-0e511ff31012",
   "metadata": {},
   "source": [
    "Chapter 17\n",
    "# 中心性，空手道俱乐部\n",
    "Book_6《数据有道》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "aadef33b",
   "metadata": {
    "hide-output": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import networkx as nx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "42a940d8-6a50-47e8-86e7-ceff43bbce71",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 自定义可视化函数\n",
    "def visualize(x_cent, xlabel):\n",
    "    \n",
    "    fig, axes = plt.subplots(1,2,figsize = (12,6))\n",
    "    \n",
    "    # 中心性度量值直方图\n",
    "    axes[0].hist(x_cent.values(),bins = 15, ec = 'k')\n",
    "    # 中心性度量值均值\n",
    "    mean_cent = np.array(list(x_cent.values())).mean()\n",
    "    axes[0].axvline(x = mean_cent, c = 'r')\n",
    "    axes[0].set_xlabel(xlabel)\n",
    "    axes[0].set_ylabel('Count')\n",
    "    \n",
    "    degree_colors = [x_cent[i] for i in range(0,34)]\n",
    "    \n",
    "    # 可视化图，用中心性度量值渲染节点颜色\n",
    "    nx.draw_networkx(G, pos, \n",
    "                     ax = axes[1],\n",
    "                     with_labels = True,\n",
    "                     node_color=degree_colors)\n",
    "    \n",
    "    plt.savefig(xlabel + '.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7c508521-02f6-4282-93ad-2e8436d4e871",
   "metadata": {
    "hide-output": false
   },
   "outputs": [],
   "source": [
    "G = nx.karate_club_graph() \n",
    "# 加载空手道俱乐部数据\n",
    "\n",
    "pos = nx.spring_layout(G,seed=2) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "114dfd77-8f28-4054-bfb9-449e534df2ec",
   "metadata": {
    "hide-output": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (6,6))\n",
    "\n",
    "nx.draw_networkx(G, pos)\n",
    "plt.savefig('空手道俱乐部图.svg')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e80bf414-29f4-49c7-a435-dfa2102b5ba0",
   "metadata": {},
   "source": [
    "## 度中心性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "314fe0d3-e6a4-4490-a56e-d4866ea763ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "degree_cent = nx.degree_centrality(G)\n",
    "# 计算度中心性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3b5f8690-ce81-4d89-8a7c-b4054eeef89b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize(degree_cent, 'Degree centrality')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f91cb48-10ec-462b-b8a9-c30aee7fd0cf",
   "metadata": {},
   "source": [
    "## 介数中心性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d589a203-c3b1-4b31-8750-d61aa1c171fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 231.0714285714286,\n",
       " 1: 28.478571428571424,\n",
       " 2: 75.85079365079366,\n",
       " 3: 6.288095238095237,\n",
       " 4: 0.3333333333333333,\n",
       " 5: 15.833333333333334,\n",
       " 6: 15.833333333333332,\n",
       " 7: 0.0,\n",
       " 8: 29.529365079365082,\n",
       " 9: 0.44761904761904764,\n",
       " 10: 0.3333333333333333,\n",
       " 11: 0.0,\n",
       " 12: 0.0,\n",
       " 13: 24.215873015873015,\n",
       " 14: 0.0,\n",
       " 15: 0.0,\n",
       " 16: 0.0,\n",
       " 17: 0.0,\n",
       " 18: 0.0,\n",
       " 19: 17.1468253968254,\n",
       " 20: 0.0,\n",
       " 21: 0.0,\n",
       " 22: 0.0,\n",
       " 23: 9.299999999999999,\n",
       " 24: 1.1666666666666665,\n",
       " 25: 2.0277777777777777,\n",
       " 26: 0.0,\n",
       " 27: 11.79206349206349,\n",
       " 28: 0.9476190476190476,\n",
       " 29: 1.5428571428571427,\n",
       " 30: 7.609523809523807,\n",
       " 31: 73.00952380952378,\n",
       " 32: 76.69047619047619,\n",
       " 33: 160.5515873015873}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.betweenness_centrality(G, normalized = False)\n",
    "# 介数中心性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "70f4a98d-bc7a-48f9-b365-2690c8a339c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "betweenness_cent = nx.betweenness_centrality(G)\n",
    "# 计算归一化介数中心性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9fa7fe2c-eb5c-48ac-8577-a4cfbe00f7c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+QAAAINCAYAAAC3YbXvAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3RU1d7G8e/MJCEECKFD6L33EDpIR3oVFBQQUWmCSlE6KlKUphRFxAJSRKX3Kr2E3iH03gJpJCSZOe8fuclLJIGUmQTx+aw16+LMOXvvE7k395m992+bDMMwEBEREREREZFkZU7pAYiIiIiIiIj8FymQi4iIiIiIiKQABXIRERERERGRFKBALiIiIiIiIpICFMhFREREREREUoACuYiIiIiIiEgKUCAXERERERERSQEK5CIiIiIiIiIpwCmlB+BoNpuNGzdukC5dOkwmU0oPR0REBMMwCAwMxNPTE7NZ340nlX7Xi4jIiya+v+tf+kB+48YNcufOndLDEBERecrVq1fJlStXSg/jX0+/60VE5EX1vN/1L30gT5cuHRD5g3B3d0/h0ThIcDB4ekb++cYNSJMmZccjIiLPFBAQQO7cuaN/R0nS/Cd+14uIyL9KfH/Xv/SBPGrpmru7+8v7S9pi+f8/u7srkIuI/EtoebV9/Cd+14uIyL/S837Xa+OaiIiIiIiISApQIBcRERERERFJAQrkIiIiIiIiIilAgVxEREREREQkBSiQi4iIiIiIiKQABXIRERERERGRFKBALiIiIiIiIpICFMhFREREREREUoACuYiIiIiIiEgKUCAXERERERERSQEK5CIiIiIiIiIpQIFcREREREREJAUokIuIiIiIiIikAAVyERERERERkRSgQC4iIiIiIiKSAhTIRURERERERFKAArmIiIiIiIhIClAgFxEREREREUkBTik9gH+bK1eucO/ePYf3kzlzZvLkyePwfkRERERERCRlKJAnwJUrVyharDihIY8c3pdrajfOnD6lUC4iIiIiIvKSUiBPgHv37hEa8ohMzT7GOVNuh/UTfv8q91dO5N69ewrkIiIiIiIiLykF8kRwzpSbVNkLpfQwRERERERE5F9MRd1EREREREREUoACuYiIiIiIiEgK0JJ1ERERERFJEMMwOLX3HPvXHuasz3kuHL1CWGg4FmcLuQpnp2ilQpStXYJKr5bHYtEcoEhcFMhFRERERCReDMNg66JdLBi3lIvHrmBxMmOzGhiGEX3Ng1sPObnnHH9MWkkmzwy0/uBV2vRrirOLoofIP+nrKhERERERea77Nx8wrPl4vuz0DZdOXAXAGmGLEcajWMOtkffceMCPny7g/QqD8D10MVnHK/JvoEAuIiIiIiLPdPnUNd6vMBifDUcAMGxPh/C4GIbBtbM36Vt1KLtXHHDUEEX+lRTIRUREREQkTrcu3eHjOqMJuB+ILcKWqDZsVhvWCCuj233NwY1H7TxCkX8vBXIREREREYmVzWZjbOdvCXwQhM2auDAexTDAZjMY88Y3BNwPtNMIRf7dFMhFRERERCRWy2es4+Tus4meGf8nw2YQ9DCYaR/8ZJf2RP7tFMhFREREROQp4WERzPv8T7u3a7Pa2LJwJ9fO3bR72yL/Njp7QEREREREnrJr6X787zlmabnZYmbl9xt4/+u3HNL+f03Qw2DOHbzADd9bhD+OwMXVmdzFclKofD5Sp02d0sOTZ1AgFxERERGRp/z9527MFnOS947Hxma1sWXBTgXyJAgJDmXL/B0sm76WC0cvR79vMpv+vwq+CYpXKUKrPq9So01lXFI5p9BoJS4K5CIiIiIi8pRTe845JIxH8bv1kId3A/DI4u6wPl5W2//cw+T3vifQLwiT2RTjsxhH0hlwZp8vYztNJXOuTAz6uTfl65ZO5tHKs2gPuYiIiIiIxPAoMIR71/wc3s+FI5cc3sfLJOxxOF92mspn7ScS9CAIeP6Z8FFfqvjd8GNQ/c+Y+dHP2GyO+6JFEkYz5CIiIiIiEsOjgJBk6Sc4mfp5GYQ9DmdEi3Ec3HQMiDxGLiFs/wvuf01dRcC9QAb+3BuzWfOzKU3/BkREREREJAazJXligiWZ+nkZTP9gDgc3HXvujPhzGbBx3jZ++8L+FfQl4fTfABERERERicE9U1osThaH95PJM4PD+3gZ7F93mNU/bEx6GH/CvM//wPfwRbu1J4mjQC4iIiIiIjE4OTuRr2Quh/ZhtpjJXzqPQ/t4GVitVqa89z3mfxRvs4ep78+ye5uSMArkIiIiIiLylNK1SmBxckxcMJlMFCyXDxdXF4e0/zLZv+Ywd67ci94Dbi82q43T+3w5d/CCXduVhFEgFxERERGRpzTu9grWCMdU4zYMg2Y96juk7ZfNiu/XO2xPv8XJzOofNjqkbYkfBXIREREREXlKwbL5KF6lsEPCYOq0rtR5o7rd233ZGIbB8W2nHHYevDXCxuGtJxzStsSPArmIiIiIiMSqzzdvYyT0fK14eP/rt0idxtXu7b5sbl28w6NAxx4Nd/3cTUIfPXZoHxI3BXIREREREYlVkYoFeOPT1pjsVE/MbDFTvm4pXn2nrn0afMnduXLP4X0YNoN71/0c3o/EToFcRERERETi9ObI9tRoUxlTElO5DRumNDaGLOiX5Lb+K6wR1uTpJzwiWfqRpymQi4iIiIhInCwWM0N++4AGXWoDJC5MmyBbwUxs8V/G8NFDHbIM/mXkmiZVsvSTOl3qZOlHnuaU0gMQEREREZEXm5OzEwN/7EmVphWY/N4sgh4EAzw3WBsYODk50fXzDrT/qBl1fqrIu+++S8aMGRk9enRyDP1fLW/J3A7vwzWtK1lyZXJ4P7Gx2Wwc3nICn7WHOLP/PJdPXSP8cTjOLk7kLOJJsUqFqFC/NF6Ny2GxWFJkjI6mQC4iIiIiIvFSs01lKtQrzYZ521j67Rqun7sFgMXJgskEBmANj1xm7ZY+NSceHmDQ1/3p2LclAD169ODBgwcMHjyYDBky0L9//xR6kn+HNO5uZM+flVsX7zimAxMUqVAg2bcQ2Gw2Vv+wiUUTlnLr4h0sTpanluf73zvDmf2+/DV1FZlzZqTth81o/UETLE4vVzBXIBcRERERkXhLk96NVr0b07JXI25fvstZnwtcPnWNsJAwnFycOHnhGN8vmMH1q1dp2bIFP82fzbt9u0ffP2jQIPz8/Pjwww/x8PCga9euKfcw/wK12lbhj8krHXL0mQkT1Vt5273dZ7lx/hbju0zj5K4z8L/vAeLaKx/15c696358P/BXNs79m8FzPyB/qTzJNVyHUyAXEREREZEEM5lMZM+Xlez5ssZ438enABPmfsHx48fo27cvrVq1Yv/+/VSqVCn6mrFjx/LgwQO6d++Oh4cHrVq1SubR/3s0fa8Bv09c7pC2nVwsNOz6ikPajs2pvef4pNHnPI46Zi0hpQQMuHTiKr29P+GL5Z9QoX4Zh4wxuamom4iIiIiI2E2ZMmVwcXFh7969NGvWjHz58vHtt9/GuMZkMjFjxgzatWtHhw4d2LRpUwqN9sXnWTA7r7xWDbPFvtHNZDbRqs+rpPVIY9d243Lx2GUGN/iM0KDHWCMSN9tvjbARERbBsOZjObHrjJ1HmDIUyEVERERExG5cXFwoX748+/btw2Kx0Lt3bxYtWsSdOzH3QVssFubOnUvdunVp2bIle/fuTaERv/h6f/M2adxT222vt9liJnu+rHT5rINd2nuesMfhfN5hMo9DwrDZkrb03rAZWMOtfNFhEo8CQ+w0wpSjQC4iIiIiInbl7e3Nvn37AHj77bexWCzMmjXrqetcXFz4448/KFeuHE2aNOHEiROxtnfpxFV+/3o5n3ecTLcSH/JGvl68Wbgvn7w6hp+GL8Rnw5EkB70XmUeW9Hwyr1/0nuukMJlNWJwtDF3Qn1Spk+dYtflj/uTamRt22wdvsxn43XzID4Pn2aW9lKRALiIiIiIiduXt7c25c+fw8/MjY8aMdO7cmZkzZxIeHv7UtWnSpGHlypXkzp2bhg0bcvHixejP9q05xIe1R/JuuYHMGbqAnUv3c/3cTe5d9+P2pbsc2nSM379ezpAmY3mrUF/+nLKKiPCI5HzUZOP9anmG/NYPs8Wc6OXrZosZZxcnxqz8lKKVCtl5hLELDnjEHxNX2P3s+chK7Ru5f/OBXdtNbgrkIiIiIiJiV5UrVwbAx8cHgL59+3Ljxg3++uuvWK/38PBg3bp1uLm5Ub9+fc6d8mXcW9MY1mI8p/aeAyJnRf85w2oYRO9HvnP1PrMGzaV35SFcOHrZUY+Wol7pUJ2vN48ic86MmMwJmy43mUzkKZaTb3Z/Sfm6pR00wqdtmredx6FhjmncMFgz+99df0CBXERERERE7KpQoUJ4eHhE7wsvXbo0tWvXfqq425OyZcvGhg0bsD2C9yoOYuvvuwAStMzZMODyyWv0qTKEPasOJO0hXlClaxZn9onJvDagBanTuUa+GUc2tzhFxj33TOno9sXrzDgwnoJl8yXPQP/n78W77LHSPlY2m8GWhTsd1HryUCAXERERERG7MplMMfaRA3zwwQfs3LmTQ4cOxXmfu6sHlZzqYQl3SvR+Y5vVhjXCyuh2Ezm46Vii2njRpU7jyjvjOvP7zdkMmNOL8EzBPDICo2fNLc4W8hTPRYM3azN0QX8WXv+e1z9tjbOLc7KO0zAMzh64gJ1Xq8dw7cx1Hoc8dlwHDqZzyEVERERExO68vb2ZNWsWhmFgMplo0aIFuXPn5ttvv2XOnDlPXW8YBl93n0ngvSBMSZw3NIzI2dMxb0xlzolJpM/snqT2XlSubqlo8FZt2vZpTjDBXLt8jRw5cmA2vxjzrneu3CM0KNShfdhsBpdPXqNIxYIO7cdRXox/UyIiIiIi8lLx9vbmzp07XLlyBQAnJyd69erF/PnzuXv37lPXb5i7DZ/1RxJ9RvU/GTaDYP9HTO/3k13ae1GdP3+e4OBgXF1d8fT0fGHCOMCjgEfJ1M+/9/izF+ffloiIiIiIvDS8vb0BYixbf+eddwCYPXt2jGutVhu/jPzdLsd6PclmtbH1991cOXXdvg2/QA4ciNwrX7RoUbudU24via0Gn1AWJ0uy9OMICuQiIiIiImJ32bJlI2/evNGF3QAyZ87MG2+8wcyZM4mI+P/jyQ6sP8Lda/fBAXuNzRYzK2dtsH/DLwgfHx9SpUpFyZIlU3ooT8nkmTFZ+smcM3n6cQQFchERERERcYh/FnaDyCPQrl69yrJly6Lf+3vx7uiK4PZms9rYvGCH3c/BflH4+PhgGAbFihVL6aE8Ja1HGrLmzezQPtzSpSZ7/qwO7cORFMhFRERERMQhvL29OXDgQIzZ8PLly1OjRo0YR6Cd2nPObnvHYxNwP4j7Nx44rP2UYrPZ8PHxISwsjKJFi6b0cGJVplYJh33ZYraYKVHtxVuqnxAK5CIiIiIi4hDe3t48evSIkydPxni/b9++/P333xw9epSwx+FcP3/L4WM5f+SSw/tIbmfPniU4OBjghZwhB3i1ez2Hfdlis9po+m59h7SdXBTIRURERETEISpWrIjZbI6xjxygdevW5MyZk2+//ZbQoFAMm+OXkwf7J0/F7+Tk4+MT/efChQun4EjiVrpmcfIUz2n3Am8mk4mMOTJQtbmXXdtNbgrkIiIiIiLiEGnSpKFUqVJP7SN3dnamZ8+e/Pbbb/gH+CfLWJKr4ndyOnDgAB4eHuTLl4/UqVOn9HBiZTKZ6DfzXWxW+86SG4ZBvxk9/tUV1kGBXEREREREHCi2wm4APXr0wGq1suD3+Tincnb4ODLmyODwPpKbj48PadKkeWGXq0cpVaMY2bw87FZYz2w2U+f1GlRrWcku7aUkBXIREREREXEYb29vjh8/Hr3XOUrWrFnp2LEjM2bOoECZPI4dhAkKlcvn2D6SmdVq5eDBgy90QTeA0NBQOnXqxPz9P5K5qAcmc9IKsJktZop6F+SjH9630whTlgK5iIiIiIg4jLe3NzabjYMHDz71Wd++fbl8+TKu2Z0cVokbE+Qu4olbuhdzSXdinT59mkePHnH//v0Xdob87t271KtXj6VLl/L74t/59chMyjYonqQ2KzYow/j1w3F1S2WnUaYsBXIREREREXGYkiVL4ubm9lRhNwAvLy+qVKnCwRu7HXfsmQE1Xvv3L23+p6iCbjab7YWcIT9z5gxVqlTB19eXrVu30q5dO2yGlbVX/+JhrhukSe8WeVxZPCbMTWYTqdxS8eH37zFm1RBSp315vlxRIBcREREREYdxcnKiYsWKse4jB/jggw/YvHcDBcrndkjhNRtW+o55l759+3Lt2jW7t59SfHx88PT0BBx35Fli93xv3bqVqlWr4urqyt69e6lcuTIAQ4YM4ey5s8xZ9R3zLs7g/UldyFEgW/R9ZosZi7MlxmqJzLky8faYN5h3cTpNetT/V585HhunlOx87Nix/PXXX5w+fZrUqVNTrVo1xo8fH+MbntDQUD7++GMWLlzI48ePadSoETNmzCBbtmzPaFlERERERF4U3t7e/PHHH7F+1rZtW7Jnz05Y3ocYR+x//FnX0R14xVaWSZMmMWvWLLp3784nn3xCnjz23bceHBDChWNX8bv9EJvNIG16NwqUyk2mHB527SeKj48PWbNmJTAwkOzZsye5vbDQMLb9sZeDm45xau85bl64jTXcisXZgmfBbBSvXJiK9ctQo21lXJ5RhO/XX3/lnXfeoVatWvzxxx94eHgAsGHDBiZPnsykSZMoXbo0AG36NaX1B024c+UeZw9c4Orp64SFhuGcyplchXNQuGIBchTI9tKF8CelaCD/+++/6d27N5UqVSIiIoIhQ4bQsGFDTp48SZo0aQD48MMPWbVqFYsXLyZ9+vT06dOHNm3asHPnzpQcuoiIiIiIxJO3tzcTJ07k9u3bT02subi48P777zNhwgQmfTiTvyatxh7FuM1OZgqXz8/rg9tgsZj54IMPmD59OhMnTmT27Nl069aNTz/9lHz58iW6j8AHQayfv4s1v2zj2rlbsV6TPlNa6rSvQtO3XyF34aQHZ4CIiAgOHz5MmTJlKFasWJICa1hoGAvGLWXJN2sI9n+ExckcY/uANdzK1dM3uOF7i/W//E3aD+bQ5oNX6TC4VYxgbhgGI0eO5PPPP6d79+7MnDkTZ+fIz+/fv0/Xrl2pX78+/fr1i9G/yWQiW94sZMubJdHP8G+WokvW165dS9euXSlZsiRly5bl559/5sqVKxw4cAAAf39/fvzxRyZNmkTdunWpWLEiP/30E7t27WLPnj0pOXQREREREYmnqCXL+/fvj/Xz9957j/DwcIIy36V6K+8kz4hanMxk9szIqD8HYPnfMnh3d3c+/fRTLl26xBdffMGSJUsoXLgw77zzDhcuXEhQ+1arjT++XccbxQcwe/hirvnGHsYB/O8HsfyHzfTwHsa4Hj8Q4BeUpGcDOHnyJKGhoTx69ChJ+8dP7/OlR9mB/DbmL4L9HwHEuZc/6v2gB8HM/exP3is3kDM+54HIVc2dO3fm888/Z9y4cfzwww/RYdwwDN577z1CQkL4+eefMZu1a/pJL9RPw9/fH4CMGTMCkQfdh4eHU79+/ehrihUrRp48edi9e3esbTx+/JiAgIAYLxERERERSTl58uQha9assRZ2A8iePTvt27dnxswZDP61N/U61QQgMbncZDKRq4gnU7Z9RqZYzh5PmzYtgwYN4uLFi4wbN46VK1dSpEgRunXrxrlz557b/v2bD/mo4ZfMHrGY8McRkfusnzOjb7NGhtltS/bzTqVhHNl+OuEP9gQfHx9MJhPXr19P9P7x3SsO8GGtEdy6eAfDlrAlCYZhcOP8bfrXHMGGhVupX78+f/75J7///juDBw+O8YXKr7/+yp9//smsWbPImTNnosb6MnthArnNZqN///5Ur16dUqVKAXDr1i1cXFyi9x1EyZYtG7duxf4t1NixY0mfPn30K3fu3I4euoiIiIiIPIPJZMLb2zvOwm4QWdztwoULbNi4gUE/9WLYgv6kSZ8m3udWm53MmMwmOg5uyfR9Y8mcM+Mzr0+TJg0ff/wxFy5cYOLEiaxbt45ixYrx1ltvcebMmVjvuXvdj/4NvsT3yJV4jemfbFYbgQ+DGdJmEvs3HEtUGxAZyAsXLsyDBw8SFciPbD3B6HYTsUZYo78sSCib1YY1PILxnaZz/cRttm7dSvv27WNcc+HCBfr06UOXLl1o165dovp52b0wgbx3794cP36chQsXJqmdTz/9FH9//+jX1atX7TRCERERERFJrKhAHlfl7sqVK1OpUiW+/fZbAGq1q8IvZ6fSY1znmPuLzWBgw8nZEj2D7prWlZY9GzH76ES6fd7xmUXH/snNzY1+/fpx/vx5pk6dyubNmylRogSdOnXi1KlT0deFhYYzpM1k/G49xJrIEAtg2AxsVoPPOk/n0qnriWrDx8eH/PnzAyR4yXqw/yPGvDEVm82W5L36kfeb8HJ9hTIly8b4LCIigjfffJMsWbLwzTffJK2jl9gLEcj79OnDypUr2bJlC7ly5Yp+P3v27ISFhfHw4cMY19++fTvOSoKpUqXC3d09xktERERERFKWt7c3Dx8+xNfXN85r+vbty/r16zl9OnJJd7oMaWn3YVN+OTuV2UcnMujn3qQr4UxY1iBa9X2V3lPfZuqOz/nj5ix6TupC7qKeiR5f6tSp6dOnD76+vnz77bds27aNkiVL0rFjR44fP8688cu5du5WksJ4FMMwsFptfPX+bKwR1gTdGxYWxpEjR8iQIQNms5lChQol6P7vB87F/15ggpepx8WEiYB7gfzwyW8x3h83bhx79uxh7ty5ymTPkKKB3DAM+vTpw5IlS9i8eXP0tzxRKlasiLOzM5s2bYp+78yZM1y5coWqVasm93BFRERERCSRKlWqBPDMZeuvvfYaWbNmZdq0aTHeN5vN5Cmek/qdauJcNBynYo95d3xnWvRsSPHKhXFxdbHbOF1dXenVqxe+vr7MnDmT3bt3U6VsDX6fsjrR53LHxma1cf7YVVbO2Zqg+44fP05YWBgmk4l8+fLh6uoa73vv3fBj3c9bE71MPS42m8Ga2Zt4cCeyJti+ffsYNWoUQ4YMoXr16nbt62WTooG8d+/ezJs3j/nz55MuXTpu3brFrVu3CAkJASB9+vR0796djz76iC1btnDgwAG6detG1apVqVKlSkoOXUREREREEiBjxowULlw4zsJuELna9b333uOXX36JszhzcHAwadOmddQwnxrLuXPn6NK4N8bzKrcl0pIZG7DZ4h+QDxw4gNls5uHDhwneP77mx80JHV682WwGa37cTFBQEJ07d6ZChQqMGDHCYf29LFI0kM+cORN/f39eeeUVcuTIEf1atGhR9DWTJ0+mWbNmtG3bllq1apE9e3b++uuvFBy1iIiIiIgkxvMKuwG8//77hIaG8vPPP8f6eXBwMGnSpHHA6GJnWOHaoQeYHBGdDLh1+R5Hd8ReRC42Pj4+lCxZEl9f3wTvH9/+xx67z45HMWwGO/7ay8cff8z169eZN29e9NFnErcUX7Ie26tr167R17i6ujJ9+nT8/PwIDg7mr7/+inP/uIiIiIiIvLi8vb05dOgQYWFhcV7j6elJ27Zt+fbbb2OdOU7uQH7+2FUeh8Q93qSyOJk5tvNsvK/38fGhQoUKXLhwIUEz5GGPw7lyOnFF5OLr/JHL/DDrByZPnkyRIkUc2tfL4oUo6iYiIiIiIi8/b29vwsLCOHr06DOv69u3L76+vqxbt+6pz4KCgpI1kJ87fCnGudr2ZrManDl4MV7XhoaGcuzYMXLnzo3Vak3QDPn1szexRjhmdjyKzWqjySvN6dGjh0P7eZk4pfQARERERETkv6FcuXI4Ozuzb98+vLy84ryuWrVqlC9fnm+//ZZXX301xmfJPUN+6/I9LE5mIsITVg09vgzD4Pj+04wcORKr1UpERARWqzXWP9++fZvw8HBWrFgBwFdffcXkyZPjvD7qz1arFQKcyEg+hzzDk4Z+OsyhX2C8bBTIRUREREQkWbi6ulK2bFn27t1Lr1694rzOZDLxwQcf0K1bN86dO0fhwoWjP0vuQG4NtzqonNv/C/APZM6cVVgsFpycnLBYLLH++e7duwD4+/vj5OREREQEhmHg5OSEs7MzZpMF0yMLNn8TRJgwm804uzuROqsLhMOVC/4OfhLIkiWzw/t4mSiQi4iIiIhIsvH29mbz5udX++7YsSMDBw5k+vTpTJkyJfr95KqyHiVVavsdqRaXgkUKsHnvb8+97p133sHd3Z2yZcty+vRp1q5di2EYnNp7jhUz1/H377sIfxwBgMkcOUtt2B4DwbilS+3IR4iWNY8CeUJoD7mIiIiIiCQbb29vTp8+jb//s2drXV1d6dGjB3PmzCEwMBAAq9VKSEhIss6Q5ymWA6uDlqsDmC1mCpTKFa9rfXx88PLy4syZMxQrVox7N/wY1mIc/aoNZcuCndFhHCKrnhu2/5/bfxQYYvex/1PmnBlxz5TO4f28TBTIRUREREQk2Xh7ewOR4fJ5evbsyaNHj/j1118BePToEUCyBvLCZfM5tgPDoHC55/cREhLC8ePHqVixIqdPnyYT2Xm7eD8OrDsMgDUiHl8aGEbkywEsTmbK1i7hkLZfZgrkIiIiIiKSbIoWLYq7uzt79+597rW5c+emdevWTJs2DcMwCA4OBpI3kOcploPMnhkc1r7NZuDdsPRzrzty5AhWq5UCBQrg/NCNY/MuEBoUmsDK6QY4qOCaNcJG03frO6Ttl5kCuYiIiIiIJBuz2UylSpXYt29fvK7v27cvp0+fZuPGjSkSyM1mMy161HVI5XCz2UypqoXJU9Tzudf6+Pjg7OzMvUsPKE0VDMNI3GS3A2bJzRYzeUvkolSN+J+LLpEUyEVEREREJFl5e3uzd+9ejHgEw5o1a1KmTBm+/fbb6ECenEXdQkNDOX5nL+G2xxh2rrdus9no+FHTeF3r4+NDmdJl+OvztWCCxA/F/rPkNpuND79/V8edJYICuYiIiIiIJCtvb29u3brF9evXn3utyWSib9++rFy5krNnzwLJN0O+atUqSpUqxbivv6RAvYyYsF/gNFvM1OtQFa/6peJ1vY+PD4VTl8T/ehDmpMY4O86Sm0zQ/qPmlKxW1C7t/dcokIuIiIiISLKKKuwW32Xrb7zxBh4eHixcuBBwfCC/cOECzZs3p1mzZuTPn5+jR4/y/R+TqdO+sl1mgc0WM1lyZuD9cR3jdX1wcDCnTp4i5KxBEqbGn/C/NpIYyk0mE9Vbe9P9y9ftMKb/Jp1DLiIiIiIiycrT05NcuXKxd+9e2rRp89zr3dzc6NGjB9OmTQPg0cMwdqw4yOUzNwkLCcPibCF7nswULpuHPEVzYHGyJGpcISEhjB8/nnHjxpE1a1YWL15M27Zto0P4R9O6ERr8mD1rjsRruX1sLBYzmXJ4MH7FQNJ5xO+LhcOHD+NuZCT4XgjYbZbe+P+2jIQtYzeZTRg2g1e71+WD6d0T/fMWBXIREREREUkB3t7e8Z4hB+j2VncWfrOKvB6l+LjBJCDyqC2TyYRh/P+xX2nTu9GkS02adKlJtjyZ49W2YRisWLGC/v37c+3aNQYMGMDQoUOfmol3dnFi2C89mTtuOYsmr8ZkMmGzxrPK+f/2fZevU4KPpnUjY7b08X52Hx8fMjtlx4w5/v3FS9TS9cgwHvmzjPuLBsOwYTKZSZ/ZnQE/9qRyk/J2HMt/k5asi4iIiIhIsvP29sbHxwer9fnnZ+9ec5iRbb6neNrquFn+P8haI2xEhFtjnMEd5P+IP6Zv4G3vESyYtJqI8Ge37+vrS9OmTWnZsiVFihTh+PHjfPnll3Eui7c4Weg6rDXfbBpKsYr5//de3LHKZkQG6Mw5MjBg5tt8/nu/BIVxiAzkOdPlSfSs/PMZmEyQMXvMcZnMMWfN3bK7MuinXsy7ME1h3E40Qy4iIiIiIsnO29uboKAgTp8+TcmSJWO9xhphZdqgBayduwOT2RRZVC0eK6ujZpF/HbucXasO8/nCPnhkcY9xzaNHjxg7diwTJkwgR44cLFmyhJYtW8Z7j3jhcvmYtO5TLp64xvr5Ozmx5xwXj18jPCwCiJx1z5E/CycuH6RS41J8O3c8Fkvi5kN9fHwoYClLmO35X14kltlsonKT8rz71Vv4HrrI1TM3Ip/FDJ99PQLSWtnjs5tUqVI5bAz/RQrkIiIiIiKS7Ly8vDCZTOzbty/WQG612viq10/8vdQHAMOWuNnhCyeu8XHTr5i4ehAemdNhGAZLly7lww8/5NatWwwePJhPPvkENze3RLWfv2Qu3hvTIXrMjwJD2Ld3Pw0a1+PIr4eZNOk2f+9bh8UyKVHtBwQEcObMGUrkqEIYQYlqI34MIiKspEnvRtlXSlL2lch/J/369ePUzWMcOHBAYdwBtGRdRERERESSXbp06ShRogR79+6N9fNFU9ZEhvEkrtK2WW3cunKfMd2+5/TpMzRu3Jg2bdpQsmRJjh8/zmeffZboMP5PFouZdB5pKFy8AAY2bty4QfPmzTl58iTnz59PVJuHDh3CMAwyZPGwyxjjZDLhljZ1jLfWrVvHN998w4QJE+JcxSBJo0AuIiIiIiIpIq7CbheOX+O3r1bZ54QvIkP58T2+NPF6jXPnzrF8+XJWrlxJoUKF7NPBP2TPnh2AGzdu0LBhQ1xcXFixYkWi2jpw4ACpU6emZJViGCZH7SEHa7iV/KXzRP/zvXv36Nq1K40aNaJPnz4O6/e/ToFcRERERERShLe3N0ePHiUkJCTG+98NXWT3vgzDoHi6quzfc4DmzZvb5TzxuLi4uJA1a1auX79O2rRpqVOnTqIDuY+PD+XLl6doxYJ2+4IiLoUrFgAif1Y9evQgPDycOXPmYDYrNjqKfrIiIiIiIpIivL29sVqtHDp0KPq9K2dvcmzXOTsf78X/jiiDXSuO2LXduHh6enLjxg0AWrRowbZt2/D3909wOz4+Pnh5eZG/Uq7/HVHmGJk8M1CgbF4AfvrpJ5YuXcqsWbPw9PR0WJ+iQC4iIiIiIimkdOnSuLq6xli2vn7+LsyJrEYeH6t/2eawtp/0ZCBv1qwZERERrF27NkFtPHz4kHPnzlGxYkVuP7zFHW445GdjMpto2ftVLBYLvr6+fPDBB7z99tu0adPG7n1JTArkIiIiIiKSIpydnalQoUKMwm7Hd9t/djyaAZdP3yQ0+LFj2n/Ck4E8T548lC1bluXLlyeojYMHDwKRFelPnz7NVcu5RFebj4vJBGnc3Wj6bn0iIiLo3Lkz2bNnZ+rUqXbtR2KnQC4iIiIiIinmycJuVquNCyeuObQ/wzA4f/yqQ/uAmIEcoHnz5qxZs4aIiIh4t+Hj40OaNGkoWrQoZ86cIVuhzHQYFP+z0uPDMKD/9+/hnikdY8aMwcfHh3nz5pE2bVq79SFxUyAXEREREZEU4+3tzYULF7h37x6PAkIIfxz/wJpYfrcSvpc7oTw9Pbl16xZWqxWI3Ef+4MEDdu7cGe82Dhw4QIUKFbBYLJw+fZqiRYvy5qjXKOJVwD5L103Q+O061G5flT179vD5558zbNgwqlSpkvS2JV4UyEVEREREJMV4e3sDsH//fqyOWqr+D1ab4/vx9PTEarVy9+5dACpWrEj27NkTVG09qqAbwOnTpylWrBguqZwZu3YYBcvmw2xO2kx5nQ7V6f/dewQGBtK5c2e8vLwYNmxYktqUhFEgFxERERGRFFOgQAEyZcrEvn37SJ0mFTjuNLJobmldHd5HVHXyqGXrZrOZZs2axXsfuZ+fHxcuXMDLy4uQkBAuX75M0aJFAUiXIS0T/x5Nk3cbAJFF2eLL4mTGydnCO+M688m8D7A4Wfjwww+5desW8+bNw8nJKSGPKUmkn7aIiIiIiKQYk8mEt7c3e/fuJVVqF7Lnycyty/cc2meBUrkc2j7EDOQVKlQAIpetz549mzNnzkSH67gcOHAAiCzodu7cOQzDoFixYtGfp07jSr8ZPajVrgqftBuF8dCM2WKOtSCegYHJZMKEiUqNy/PO+M7kLR75M1iyZAk//vgjs2fPplChQnZ59qTwPXyR/WsOc/bAeS4evUzoozCcXZzIWSQHRb0KUvaVkpSrW+qlORtdgVxERERERFKUt7c306ZNwzAMilcqwJ1rfg6rtJ4uQxoyZfdwSNtPypo1K2azOUZht3r16uHq6sqKFSueG8h9fHxIly4dhQoV4s8//wSI9Z4ytUuwJWgF+bIVZFCXoZze54vvoYs8CgjBZtiwmiMIMvvz/qDuNH+3EVnzZIm+9+bNm/To0YNWrVrx9ttv2+nJE2fn0n0sGLuEM/t9o/fHP/l34PblOxzefJz5X/5FtnxZaPdhc5r3bIjFyZJSQ7aLl+NrBRERERER+dfy9vbm/v37XLx4kRrNKzgsjJstZl5pU8muVcrjYrFYyJ49O9evX49+z83Njfr168drH7mPjw8VK1bEbDZz+vRpMmfOTKZMmZ66bvLkyYSHh9Pn0568M64zX28exdIHv1CqXy52plrFNmMFnb9qRfcvOscI4zabjW7duuHs7MwPP/yQLD+T2Dy868/odl8zqs1XnDtwPnJsVttTfwcMA6wRkQXybl++y/T+c+jt/QmXTji+Yr4jKZCLiIiIiEiKqlSpEgD79u2jcsPSZMjq7pB+bFYbTbvVckjbscmZM2eMGXKIPP5sx44d3L9//5n3PlnQ7VlL3KdMmYKLiwu9e/eOfu/YsWN888035M2bl/z589OzZ8+n7ps+fTrr1q3j559/JnPmzAl9NLu4du4m75cfyK5l+wGwxfeMdSPydfHYFXpVGozP+iOOG6SDKZCLiIiIiEiKypIlCwUKFGDv3r1YnCx0HtTM7n2YLWaqNytP3qKedm87Lv88ixygWbNm2Gw21qxZE+d9d+/e5cqVK09VWP+nQ4cOcf36dZo3b47FErl02zAMevfujaenJ2fOnGH8+PG4uLjEuO/EiRMMGjSIvn370qhRo6Q+ZqLcuXqPj2qP4MFt/0SviLBZbUSERTC8xTiObjtp5xEmDwVyERERERFJcd7e3uzbtw+Axm/WoHS1IvY5a5vIwnFuaV3pM+F1u7QXX7EFck9PT7y8vJ65bP3Jgm6GYcQ5Qz5gwAAAvv766+j35s6dy/bt23FxcaFatWq0adMmxj2PHz+mc+fO5M+fn/Hjxyf62ZLCZrMx7s1vCLgXkOTtCYbNwBph5YsOkwh6GGynESYfBXIREREREUlx3t7eHDx4kPDwcMxmMwNndCV9prRJD+UmMJlh8Pfd8cjimKXwcYktkEPksvW1a9cSFhYW630+Pj54eHhQoEABbty4QVBQ0FMz5KGhofz9998UKVKEfPnyAfDw4UMGDhxI5cqVOX/+PBMnTnxqb/jw4cM5ceIE8+fPJ3Xq1PZ50ARa9f0Gjm07hTXCPrUCDJuB/71Avvv4F7u0l5wUyEVEREREJMV5e3sTGhrK8ePHAciSMyMTln+MR+Z0SQjlBjabjTdHvYpXvZL2G2w8eXp6cufOHcLDw2O837x5cwICAti2bVus90XtHzeZTJw5cwbgqUD+xRdfYLVaGTZsWPR7w4YN49GjR1y+fJn27dtTpUqVGPds2bKFr7/+mjFjxlCuXDk7PGHCRYRH8Muo3+3ers1qY93PW7h58bbd23YkBXIREREREUlx5cuXx2KxRC9bB8hVMBvTNg+lcsPSABhG/GdUTSYTngWyci/zMYZ9/RF+fn52H/PzRJ1FfuvWrRjvlytXjly5csW5bD2qwjpE7h93dnYmf/78Ma75/vvvcXNzo3PnzkDkMvcZM2ZQs2ZN7t+/z9ixY2Nc/+DBA9566y1q167NRx99ZJfnS4xdy/bjfzfAIW2bzWZWfrfBIW07igK5iIiIiIikODc3N8qUKcPevXtjvJ8hqzvDf3mfml2KEWCNrExuMptiDedRZ1JnyOpOlyEtmbltBH+smc/Dhw/p0KEDERERjn+QJ0QF8n8uWzeZTDRv3pwVK1ZgGDEri9+8eZPr16/HKOhWqFAhnJycoq/ZsmUL9+7d47XXXsNkMmGz2ejVqxdFixZl+/bt9OnTh4IFC8Zot3fv3gQGBvLLL79EF4BLCX//vstutQH+yWa1sXn+doe07SgK5CIiIiIi8kJ4srDbk0wmE5kKp2ZvwFKmrBtMljIuBFruktkzA+4Z05AhqzulqhSi5bt1GDm3J3OPjKVD/8a4pIqcWV68eDFbtmxh4MCByfo8cQVyiFy2fvHiRU6ejFkd/MmCbhD7kWeffvopABMmTABg9uzZ7Nu3j6JFi+Lk5BRjGTvAb7/9xoIFC/juu+/IkyePHZ4s8U7uOeewc+YB7l33I+B+oMPatzen518iIiIiIiLieN7e3syaNYvAwEDSpUsX47Pg4GDSpElD0Qr5uWY7Trbq6Zn719g4WoqpTp06TJ06lT59+lC2bFm6du3qgNE/LVOmTDg7O3P9+vVYx5QmTRqWL19OyZL/v7/9wIEDZMqUibx58wKRM+RvvPFG9OcPHz5k3759lCtXjixZsnDv3j0+/fRTWrVqxYoVK5gwYQIZM2aMvv7y5cv06tWLTp060bFjRwc+7fMFBzzi3rVnn79uD+ePXKJ83dIO78ceNEMuIiIiIiIvBG9vbwzDiJ4lflJQUBBp0qSJ/jxqj3V89erVi3feeYf33nuPPXv22GvIz2QymeKstO7q6krDhg2f2kf+ZEG3R48eceXKlRgz5MOGDcMwDD7//HMAPvnkE2w2G8HBweTJk4fevXtHX2u1Wnnrrbfw8PBg2rRpDnrK+HsUEJIs/QT7P0qWfuxBgVxERERERF4IxYsXJ23atLEuW4+aIT9//jz+/v4JDuQmk4np06dTqVIlWrduHeustSPEFcghctn6nj17uHPnDgCGYUQHcoCzZ88C/19h3TAMfv31V9KnT0+zZs3YvXs3P/74I126dGHDhg2MGzeOVKlSRbf/1VdfsX37dn799Vc8PDwc+JTx46i94ynVjz38e0YqIiIiIiIvNYvFgpeX11OF3eD/A3nU7HlCAzmAi4sLf/75J05OTrRu3ZrQ0NAkj/l5nhXImzZtCsDq1auByL3mt27dirF/HIieIV+yZAmBgYF069aNiIgIevXqRcWKFdm+fTuVK1emffv20W0fPHiQ4cOHM3jwYGrXru2w50uIdBnTYnFyfATNlCODw/uwFwVyERERERF5YcRV2C04OJi0adNy4MABcufOTZYsWRLVfrZs2Vi6dCnHjh3j3XfffarKub3lzJkzzkCeNWtWqlSpwvLly4HI5epAjCPPsmbNSoYMkQFz5MiRmEwmPvvsM2bOnMmRI0do0aIFBw8eZOLEiZhMJgAePXpEp06dKF26NKNHj3bo88VXeHg4e/buxiWDY8uYmS1m8pdO2cJ1CaFALiIiIiIiLwxvb2+uXbv2VIh9coY8agY5sSpWrMicOXOYO3cukyZNSlJbz/OsGXKIXLa+fv16QkND8fHxIWvWrOTKlQuInCGPWq5+8+ZNjh8/TtWqVQkODmbYsGG8/fbbzJ49m7Zt21K9evXoNgcNGsSlS5f47bffcHFxcejzPcuFCxeYOXMmrVq1IlOmTNSuXZsrARfB5Jj+TCYTBcrkxcU15Z45oRTIRURERETkheHt7Q3A/v37Y7z/ZCBPzHL1f3r99dcZPHgwgwYNYt26dUluLy6enp48ePCAkJDYC5o1b96c4OBgtm7dGv1lQ9RM9+nTp6OXq0cd2TZ+/HgGDhyIi4sLnp6e3Lx5k3HjxkW3t3r1aqZPn87XX39N8eLFHfZcsQkKCmLlypX06dOHwoULU7BgQfr27Yufnx+DBw9m//79LNr2KzhoUYKBQZMe9R3TuIPo2DMREREREXlh5MqVixw5crBv3z5atmwZ/X5QUBAeHh6JKugWlzFjxnDs2DE6duzIvn37KFy4sF3afVLUWeQ3b96kQIECT31esmRJ8uXLx7Jlyzh47CRtOnVny2FfzCa4dMefN4oWw2az8eeff5I1a1YiIiKYN28eU6ZMYfjw4fTu3ZtChQoBcOfOHbp168arr75Kr1697P4s/2Sz2Th69Cjr1q1j3bp17Nixg/DwcPLly0ejRo346quvqFu3Lu7u7gBcu3aNzz//nAAekA4PTHaeKnd1S0W9TjXt2qajKZCLiIiIiMgLw2Qy4e3t/VRht+DgYJydnYHEFXSLjcViYf78+VSuXJkWLVqwd+/e6PBoL1GB/MaNG7EG8ku3H1CySVd2BZvxbNqPPQ9hz3eRR6Hla9aHhb6wedA0UucuSffXXqV3795UrVqVs2fPYjabGT58OBBZgb1Hjx7YbDbmzJkTPctub3fu3GHDhg2sW7eO9evXc/v2bdzc3KhTpw4TJ06kUaNGFC5cOEb/9+7dY+zYsUyfPp20adPSs08f9k4/aff9++9OeBO3dKnt2qajKZCLiIiIiMgLxdvbm/Hjx2Oz2TCbI3fZBgcHAySpoFts0qdPz7Jly6hcuTKdOnVi6dKlWCwWu7X/ZCB/0v2AYMYt2MymQ76YTe5YXGO/32bAzcBw8tXtxGY/g1thrnwxcCDt27dn3LhxZMqUCYDZs2ezfPlyli5dSvbs2e02/rCwMHbv3h09C37w4EEAypYtS5cuXWjUqBHVq1ePcdxalICAACZNmhRdcO7TTz/lww8/xN3dnR9Sz2Px18vtEsrNTmZKVitK0/caJLmt5KZALiIiIiIiLxRvb28CAgI4e/ZsdFGz4OBgQkNDk1zQLTZFixZlwYIFNG3alBEjRjBmzBi7te3u7o6bm1uMc8+3H7vA0DlrCXkcBkSG7mcxmSK/lHhsNchbrzNfL9tP7nwF6NOnDxB5Xnn//v3p0aNHjGX+iXX+/PnoAL5582aCgoLInDkzDRs2pF+/fjRo0IAcOXLEeX9ISAjTp09n3LhxBAcH06dPHwYPHkzmzJmjr+n2RUcun7rGvtUHMZ73A3gGs8VM9nxZGbH44+gvb/5NFMhFREREROSFEhW69+3bFyOQP3r0yG7L1f/p1VdfZfz48QwaNIgyZcrQoUMHu7RrMpliVFpf53OGoT+uwTCMBNc2iwrmj1wyUbz1B1gxEx4eTufOncmZMyeTJ09O1BiDgoLYsmVLdAj39fXFycmJqlWr8sknn9CoUSMqVKjw3MAbHh7OnDlz+Oyzz7hz5w7du3dn+PDh5MyZ86lrnZydGPnHx0zoMo2ti3ZhMpkSPltugvyl8zB2zVA8sqRP2L0vCAVyERERERF5oXh4eFCsWDH27dvHW2+9BUBgYCDh4eEOC+QAAwYM4MiRI3Tr1o3ChQtToUIFu7QbFcgP+15n6Jw12JK4TNtkNnMnKIJBs1aS8e5hDh48yK5du0iTJk287rfZbBw5ciQ6gO/cuZPw8HDy588fazG257FarSxcuJARI0Zw8eJF3njjDUaNGhVdbC4uzi7ODJnfnyrNvPim9w+EBIXGa7bcbIn8YqDz8Ha8/mlrnJz/vbH23ztyERERERF5aT1Z2C0iIoLw8HDAfgXdYmMymfjhhx84c+YMrVq1ij4XPKk8PT25fvM2w35aa7cjv2yGwe6Tl7m6bQMjR46MPi4uLnfu3GH9+vXRxdju3LlDmjRpqFOnDpMmTaJRo0YUKlQoQcXgDMNg+fLlDBs2jOPHj9OyZUuWLl1K6dKl492GyWSiXqeaVGpcjrVzNrN02hruXr0PgMXZEl2HPSLCCga4ubvRtEc9mr3fEM+C9tsrn1IUyEVERERE5IXj7e3NggULeOAfyN0HAbikzYB7Gle7FnSLTerUqVmyZAleXl60bduWTZs24eLikqQ2PT09OfbAQpBfYJJnx59kGAa5a7ShZ9/3n/osLCyMXbt2Rc+CHzp0CIBy5crRrVs3GjVqRLVq1WItxhYfmzdvZsiQIezdu5c6deqwe/duqlSpkuhncc+UjtcGtqTdx825dvYmZ33Oc/nkNcJCwnBycSJHgWwU8SpA/tJ5cHZxTnQ/LxoFchEREREReWEYhsGBM9c4HexBkZYf0+DjHwAo3WEYAE0H/kCZQjloXLk4Ncrkx+KAQl65cuXir7/+ok6dOnzwwQd89913SWove46cWPwy2TWMQ+TsssnkxJr9Z3mzQcXoYmxr165ly5YtMYqx9e/fn4YNGya5AvvevXsZOnQomzZtwtvbm40bN1KvXj07PRGYzWbyFMtJnmJP7zt/GSmQi4iIiIjIC2HnsYtMXLiVK7cfYDGbcE3/9Gz47QeBbDoQxIb9Z8nikYbebWrStGpxu5+7Xa1aNWbOnEn37t0pW7YsPXv2THRbgc4ZsKR6aL/BPcEAZvy5idE9O3D+/HmcnJyoVq0an376KY0aNaJ8+fJ2qT5+/Phxhg0bxrJlyyhZsiRLly6lRYsWDjvv/L9CgVxERERERFJUyONwJszfzIqdJ6IDnvUZxb1s//vs3sNgRs1Zy4b9pxnZrTEZ3d3sOq63336bw4cP88EHH1CiRAlq166dqHbuhTlhs1ox2/F88yc9xpnaDZowcWI96tSpE+9ibPFx/vx5Ro0axW+//Ub+/PmZO3cur7/+ul3Pav8v+/cd1CYiIiIiIi+NoJDH9Px6Mat2nQRI0NFXUVfuOXGZrl/O586DQLuPb+LEidSqVYt27dpx6dKlRLVx3f+xw8J4lDff60fLli3tFsavX79Oz549KVasGJs2bWLGjBmcOnWKzp07K4zbkQK5iIiIiIikCKvNxoffLuXk5dtJ2l9ttRnc9gvk/a8WExwaZscRgrOzM7///jvp0qWjZcuWBAcHJ7iNuwEhdh3TP5lNJq7de2iXtu7fv8/AgQMpVKgQv//+O19++SW+vr68//77SS5uJ09TIBcRERERkRTx2/oDHDp7PXoJelJYbQbX7vrzzR/b7DCymDJlysSyZcs4f/48Xbt2TdAsPoDVarP7mJ5kMkF4hDVJbQQGBvLZZ5+RP39+vvvuOwYNGsSFCxcYOHAgbm723Qog/097yEVEREREJNldu/uQGUt22rVNm2Hw59ajvFq5OOUK27dKd+nSpZk7dy5t2rRhzJgxDBs2LGbfNhu3bt3i8uXL0a8rV65w+fJlwrLXxOTkuNllmwGuiTwKLCQkhJkzZzJ27FgCAwPp3bs3n3zyicOPl5NICuQiIiIiIpLsft98OMEzzfFhMZv4da2P3QP548ePKV26NG+99RbDhw/n+PHjpE6dOjp8X716lfDw8Ojr06dPT548ecibNy/pnGwEGobDKpIbhkH+7BkTdE94eDg///wzo0eP5tatW7z99tsMHz6c3LlzO2SMEjsFchERERERSVahj8NZuv3YMyupJ5bVZrD96Hlu+QWSPWO6eN8XEBAQY3b7yRnuy5cvc+vWrRhfIPz++++ULl2aYsWK4eXlFR2+o17p06ePvvarRVtYsPkg4LgjworlyRqv62w2G4sWLWLEiBH4+vry+uuvM3r0aAoXLuywsUncFMhFRERERCRZHb94k0eh4c+/MJEMA/aevEzLGqX+988Gt2/fjjVoR738/f2j73d2diZ37tzkyZOHokWL0rBhwxhh28PDg7p16xIcHMzMmTPJmPHZs9PVSuVnwZbDDnlWs8lE0dxZ8Eib+pnXGYbBypUrGTZsGEePHqVZs2b88ccflC1b1iHjkvhRIBcRERERkWR16vIdzCZTkiqrP4sJgxk/LWTa6L3RAfzx48fRn6dNmzY6XFevXp033ngjxgx39uzZn3u017Jly6hUqRIdOnRgzZo1ODnFHa2qFs9LGicICrf/snWbYVA5n8czr9m6dStDhgxh9+7d1K5dm507d1KtWjW7jkMSR4FcRERERESS1cWb9yODqYMCuYGJ+8ER5PfwoEyZMjFmt6NmuJMajPPnz8/ixYtp0KABAwcOZPLkyXFeazabqFkoA2tPP0hSn/9kAmyPg+n/Vmv+/rM5X3zxBcWLF4/+fP/+/QwdOpQNGzbg5eXF+vXrqV+/vsP2skvCKZCLiIiIiEiyCg2LcEhBtycVK1mKecPHObSPOnXqMGXKFPr27UvZsmXp2rVrnNc29S7CH1sX4p6jgN1WBhjA9I87ce6V3IwcOZJSpUrx1ltv0alTJ2bMmMGSJUsoUaIEf/31F61atVIQfwHpHHIREREREUlWzhYLjs6GLk7PXnJuL7179+add97hvffeY8+ePXFel9PTk1vHl5EqYzhOHuGYUiXt3HAMgzbVS1CtVH66dOnCmTNnGD58OAsXLqRBgwZs2rSJb775hqNHj9K6dWuF8ReUZshFRERERCRZ5c7q4dD2LWYTebMl7BiwxDKZTEybNo2TJ0/Spk0bfHx88PT0BCDUGsaW24fZePsgpwOuUHFWO+AWUSeS20LNWO+5EHYxDRG3XMGIf2gOunyUFUd+p2+LKjx69IgvvviCH374gYwZM9KgQQP+/vtvPv30U27fvs2AAQPw8PCw+7NL0imQi4iIiIhIsiqWN6tDjjyLEmG1sWnlYtL4HaNRo0aUKlXKoTPEqVKl4q+//sLLy4vWrVuzeesWVt3dxy8X1/PI+hgTJgyefl6zqw2TZyjOuUKxPTITcsiDiOtucfZjMUc+w3vNqlIuWy0a1K9P8eLFefDgAalTp+aLL76gT58+uLm54efnx4QJE5g0aRIzZsxg8ODB9O3bFze3uNuX5Kcl6yIiIiIikqzKFPTEyeK4KGIymUgV/pARI0ZQpkwZPD096dKlC7/99ht37txxSJ/ZsmVj6dKlnLl9kTbLP2Gm7woeWSMru8cWxqPH+r8fgym1jTTV/Uhd5T442WJcExXEyxTwZP7QznSoWYK1a9YQHh7OzZs3yZgxI4cOHWLQoEHRgTtjxoyMGzeO8+fP07FjR4YNG0ahQoWYOXMmYWFhDvgJSGIokIuIiIiISLJyT+NKg0pFo4OmPZlNJkoXyMGGFX/g5+fHhg0bePPNNzly5AidO3cmW7ZsVKhQgU8++YTNmzfHOA4tqbIUy03VH7oRmiHh+9ejJvCdc4WQps5dcLbhZDZTNHcWOrxSjsUj3mR6nxasWjyPggUL8vnnn9OjRw82bNhASEgIr732Gg8fPnyq3Rw5cjBjxgzOnDlDvXr16N27N8WLF2fevHlYrUncxy5JpkAuIiIiIiLJ7vX65R2ybN1mGHRqWBEAV1dX6tevz4QJEzh8+DA3b95k7ty5lCpVip9//pl69eqRMWNGmjRpwpQpUzh16lSiq78/DAvio0MzCXOyYXZKfMwymcElQwSVOlvYNrUnC4Z2pn+bGmxds4wiRYowYMAAWrRowblz55g8eTL169dn48aNnDt3jkaNGsUaygEKFCjA3LlzOXLkCKVLl+bNN9+kXLlyLF++3OEV7yVuCuQiIiIiIpLsSuTLzmt1y2G2495ui9lEtVL5qFexcKyfZ8+enc6dO/Prr79y48YNDh8+zKhRowgPD+eTTz6hRIkS5MmTh+7du7No0SLu378f776nnvmLB2FB2Azb8y9+DhsGZ4Ov8uf17SxatIgSJUrwzjvvUK1aNU6cOMHs2bPJkydP9PUVKlSIVygHKF26NEuXLmX37t1kyZKFli1bUq1aNbZs2ZLkcUvCKZCLiIiIiEiK6NOmBjkyu9tl6brZbCJ1KheGdWkQrwJuZrOZsmXLMnDgQDZs2ICfnx9r1qyhffv27N27l44dO5IlSxYqVarEsGHD2LZtW5x7r3ffO8nWu0ewkfQw/qQfzq2k64fvUaRIEQ4dOsTChQspWrRorNdWqFCBTZs2xSuUA1SpUoVNmzaxfv16IiIiqFu3Lg0bNsTHx8euzyDPpkAuIiIiIiIpws3VhZkftyOju1uSQrnZbMLVxYmZH7cja4Z0iRuLmxuNGzdm0qRJHD9+nGvXrjFnzhwKFSrEd999R+3atcmUKRMtWrRg+vTpnDt3Lnqp98LLWzDjiCruJj5eMJaVK1dSrly5515dvnz56FDesGHD54Zyk8lEgwYN2LdvH3/++SfXrl2jUqVKtGvXjlOnTtnnEeSZFMhFRERERCTFeGZOz09D3qBI7qyJut9kMpEjkzs/Du5I8XzZ7DaunDlz0rVrVxYsWMCdO3fw8fFhyJAhBAYG8uGHH1KkSBEKFChAtwHvc9T/ArZnVFJPLJPFxEGu8tgaHu97okK5r69vvEI5RP4M27Rpw7Fjx/j555/x8fGhVKlSdOvWjcuXLyfhCeR5FMhFRERERCRFZc+Yjp+Hvk67agWxRYQDxjMLjRmGgYnIPeOdG1Zg0ei3KJw7i8PGZzabqVixIp9++ilbtmzBz8+PFStW0Lx5c44EXcJw4JnqIdbHnA28mqB7okL5+fPn4x3KASwWC126dOHMmTNMmTKF1atXU6RIEfr16+ew4+L+6xTIRUREREQkxVnMZnYvm0PQ3rkUSh1ARNA9zLEsYzcBEcEPyJvKn1VfvUu/9rVxdXFO1rGmTZuWZs2a8c0339D+gy5YzA48Ux0TZwKvJfi+8uXLs3HjxgSHcoBUqVLRt29fzp8/z4gRI/jll18oUKAAw4YNS1A78nwK5CIiIiIikuIOHjzI8uXLGT5kMHdP7qBg+Bm2T+/LL0PfYMoHrZjUpyWzB3dg67Q+VPW4x8E1c8nk7pbSw+ZS8C2HLFePYjaZuPoocbPTT4byBg0aJDhMp02blqFDh3LhwgX69OnDpEmTKFCgABMmTODRo0eJGpPEpEAuIiIiIiIpbvTo0RQuXJiOHTty4MABKlasSCpnJ0rmz06NMgWoVa4g5QrnJI2rC61bt+bixYscO3YspYedoP3diRVmjUj0vVGh/MKFC4kK5QAZM2Zk3LhxnD9/no4dOzJ06FAKFSrEzJkzCQ93/PO/zBTIRUREREQkRR04cIDly5czYsQILl++jL+/PxUrVozz+jp16uDu7s6SJUuScZSxczE7ObwP5yT2EbWnPCqUP3jwIFHt5MiRgxkzZnDmzBnq1atH7969KVasGL/99htWqzVJY/yvUiAXEREREZEUNXr0aIoUKRI9Ow48M5C7uLjQtGnTFyKQ502TzUFHnkWy2qzcOnkZX1/fZxa6e55y5cpFh/KGDRsmOpQDFChQgLlz53LkyBFKly5N586dKVeuHMuXL0/SGP+LFMhFRERERCTF+Pj4sGLFCkaMGIGTkxMHDhwgd+7cZMny7KrprVu35siRI1y8eDGZRhq7IulyYTNsjuvAZGLW6CkULlyYbNmy0bJlS8aNG8e2bdsSvI/bnqEcoHTp0ixdupTdu3eTJUsWWrZsSfXq1dm6dWuS2v0vUSAXEREREZEU8+TsOEQuX/fy8nrufY0bNyZVqlQsXbrUwSN8tjNrfcDkuBnyVGZnTm7cz+rVq3n//fcJDg5mzJgx1K5dm/Tp0+Pl5cUHH3zAggULuHTp0nNnqO0dygGqVKnCpk2bWL9+PeHh4dSpU4dGjRrh4+OT5LZfdgrkIiIiIiKSIvbv38/KlSsZMWIEFosFwzCiC7o9T7p06ahfv36KLlvfsmULI3sOItT3PobV/rPkhtXGleWHmDBmHMWLF+ezzz5j48aNPHz4kMOHD/Ptt99SsmRJ1qxZwxtvvEH+/PnJmTMnbdu2ZeLEiezatYvQ0NCn2i1XrhybN29O8p7yJ5lMJho0aMC+ffv4888/uXr1KpUqVaJdu3acOnUqye2/rBTIRUREREQkRYwePZqiRYtGz46fP3/+uQXdntS6dWt27tzJnTuJOxYsKS5dukT79u3JkycPF37bjcli/2hlsVh4NbMXc+fOpWDBgnTo0IF9+/ZhsVgoW7Ys77//Pr/88gvnzp3jzp07LFu2jC5dunD//n2GDx9O9erVSZ8+PVWrVuWjjz7ijz/+4Pr16wCULVuWzZs3c/HiRbuFcogM5m3atOHYsWP89NNP7N+/n1KlSvH2229z+fJlu/TxJMMweBQYQtDDYMLD/n0V31M0kG/bto3mzZvj6emJyWR6arlJ165dMZlMMV6NGzdOmcGKiIiIiIjd7N+/n1WrVkXPjgPxKuj2pBYtWgCwYsUKxwwyDsHBwbRq1QonJycuX75Mv8ZdyB+R0a6z5CbgzXwNmDhkDFeuXOHbb7/l4MGDVK5cmZo1a7Js2TJstv/vL0uWLLRo0YKxY8eydetW/P398fHx4euvvyZ//vwsWbKE9u3bkytXLvLkyUPHjh3ZunUr33zzjd1DOUR+mdC1a1fOnj3LlClTWLVqFUWKFKFfv35J/gLl5oXb/Dx8IR+9MoIW6d+iZfq3aJ2xK03dOtGt2AdM6DqNXcv3/ysqv6doIA8ODqZs2bJMnz49zmsaN27MzZs3o18LFixIxhGKiIiIiIgjjBo1imLFitGhQ4fo9+Jb0C1KlixZqF69erIuWzcMg+7du3P27FnCwsJo0KABgQGB/Pb6WMxhBiY7FBk3m8wUTJuTTvnqAZAmTRp69erF6dOnWbJkCYZh0KpVK4oVK8Z3330Xa3E3Z2dnKlasSN++fZk/fz4XL17kxo0b/Pnnn7z22mtcvXqVwYMH07lzZ4KCgjhy5AjFixdn3rx53L59O+kP8T+pUqWib9++nD9/nhEjRvDLL79QoEABhg0bhr+/f4LaunrmOkOajOGtwn1YMG4Jx7adIjTo/5fkGzaDa2dvsmn+dka2mkCnvD1Z+f2GGF9cvGhSNJC/+uqrfPHFF7Ru3TrOa1KlSkX27NmjXxkyZEjGEYqIiIiIiL3t27eP1atXx5gdh/gXdHtS69at2bBhA4GBgfYeZqzGjx/PokWLyJcvH6lSpSIkJIQJEybw+eARDPJsTXjwY7AlPpWbMZMzdSa+KvfuU+ePWywWWrVqxY4dO9i9ezdly5ald+/e5MmThxEjRjw3SOfIkYM2bdrw9ddfs3PnTvz9/dm9ezfjxo3jlVde4e7du7z55ptkz56dggUL0rlzZ2bMmMGhQ4eIiIhI9DMBpE2blqFDh3LhwgX69OnDpEmTyJ8/PxMmTHhutXjDMPhj0greLTuAgxuPggG2Z6xGsEVEfnb/xgOm9pzFwHqjuXP1XpLG7ygv/B7yrVu3kjVrVooWLUrPnj25f//+M69//PgxAQEBMV4iIiIiIvLiGDVqFMWLF+e1116Lfi8hBd2e1Lp1a8LCwli7dq29h/mU1atXM2TIEKpVq8aZM2ewWq2cOXOGTZs28frrr/NO804EfXuA3G5ZE30yecWMhfm2Yl88XNI+87oqVaqwePFizp07R6dOnZg0aRJ58+alR48e8S6ilipVKqpUqcKHH37Ihg0bOHjwIBkyZCB//vw0aNCAs2fP0q9fPypUqICHhwd169Zl2LBhrFq16rm5LC4ZM2Zk3Lhx+Pr60rFjR4YOHUqhQoX47rvvCA9/eg+4zWZj8nvf8/2AX4kIi8AakfDZ7hM7T9PH+xOunrmeqDE70gsdyBs3bsyvv/7Kpk2bGD9+PH///TevvvrqM/cCjB07lvTp00e/cufOnYwjFhERERGRZ9m7dy9r1qx5anY8oQXdouTLl49y5co5fNn62bNneeONN6hYsSK7du0CoEiRIhw6dIgyZcrQqFEjnJycWPXLn/xYZQBv5muAi9kJDOOZR5FFBfd0TqkZXLwD48v2IL1zmniPq0CBAkydOpWrV68yatQoVq1aRYkSJWjWrBlbtmx57jFoTypbtixbtmwhICCA/fv3s3btWgICAti+fTsjRowgffr0zJ49m2bNmpE5c2aKFStGt27d+OGHHzh+/HiCloZ7enoyY8YMzpw5Q7169ejVqxfFihXjt99+i9HOD4Pmsmb2pni3GxtrhA3/e4F8XGcU92/ab5+8PZiMhPwbciCTycSSJUto1apVnNdcuHCBggULsnHjRurVqxfrNY8fP+bx48fR/xwQEEDu3Lnx9/fH3d09SWM8ePAgFStWJHuXKaTKXihJbT3L41u+3PqlPwcOHKBChQrPvyE4GNL+7xu0oCBIE///AouISPILCAggffr0dvndJPp5ivzbvPrqq1y+fJljx47FCOSLFi2iY8eO3LlzJ957yKOMHj2aSZMmcffuXVxcXOw9ZAICAqhcuTKhoaHcuHGDsLAw+vXrx1dffUVERAQNGjTg9OnT7Ny5k6JFi0bf9zA0kMo9XiVttbykK5gFk5MlRrvWkHAyPXald7WO1MpaJjLAJ1FYWBgLFixg4sSJHDt2jPLlyzNgwADat2+Ps7NzvNo4evQodevWJW/evGzYsIGMGTNGf2YYBhcvXmT37t3s3LGT/VsPcvPMHVIbaUntkppsntkoWCofVRt606RDY7JkzRyvPo8dO8bw4cNZtmwZpUuXZsyYMXi65uGTRl8k6ucQG7OTGa9G5fhi+SeYHHh2PMT/d9MLPUP+TwUKFCBz5sz4+vrGeU2qVKlwd3eP8RIRERERkZS3Z88e1q5dy8iRI2OEcUh4QbcntW7dmoCAALZs2WKvoUaz2Wx07tyZK1eucOvWLcLDw5k9ezZTpkzBZDLx+uuvc/DgQVauXBkjjAPs27abs/N2crDXfBh3GJ8ecxldoBPfVOjDvCqf4v7dRYJmHqJ+9gp2CeMALi4udOnShSNHjrB+/XqyZMlCp06dKFCgAF9//XW8CqmVKVOGzZs3c/nyZRo0aICfn1/0ZyaTifSpM2A958ydvx7jcSY3xalIAefiZLfmhSsu+K66wbx+y2ifvTtVs9Sh2+vd+emnnzh9+nScM/alS5dm6dKl7N69m8yZM9OqRSsGNRuNyWy/4GyLsLFv1UG2LNxptzaT6l8VyK9du8b9+/fJkSNHSg9FREREREQSaPTo0ZQoUYJ27do99Vli9o9HKV26NAUKFHDIsvVRo0axYsUKwsLCCA0N5bfffqN79+4YhkHv3r1ZuXIlv//+O1WqVHnq3oULF5I+fXoAIsIiKOdZlFr5KlDaIz853TJTq2ZNdu3aFeve6aQymUw0aNCAdevWcfToUerXr8+QIUPInTs3H3/8MVeuXHnm/U+G8vr16+Pn54fNZmPFzHW8VagPv33xJ/53/79ely3ChmEzwDBh+t9CfGdcSOuXmauL/Pms+3hKFC9B5syZadq0KWPGjGHz5s0EBQXF6LdKlSps2rSJrz6eiincHNmmnX8u88f8maCl/I6UooE8KCiIw4cPc/jwYQAuXrzI4cOHuXLlCkFBQQwcOJA9e/Zw6dIlNm3aRMuWLSlUqBCNGjVKyWGLiIiIiEgC7d69O87Z8aiCbgmtsB7FZDLRqlWrp87mTqrff/+dzz//HICIiAjGjBnD66+/DsBnn33GrFmz+OGHH2jWrNlT9z5+/Ji//voLi8WC2Wzm4MGD0eemR6lZsyaPHj3i0KFDdhtzbEqXLs1PP/3EpUuX6NOnD3PmzKFAgQK88cYb0We/xyYqlF+9epX6dRowqOFovuk9m7CQsPj/nA0wYaKQqTSdi/ekZ49eWK1WvvrqK+rVq0f69OkpX748vXr1Yt68eZw/fx6As5svYzbbP64ahsHlk9c4seuM3dtOjBQN5D4+PpQvX57y5csD8NFHH1G+fPnoAg9Hjx6lRYsWFClShO7du1OxYkW2b99OqlSpUnLYIiIiIiKSQKNHj6ZkyZKxzo4ntqDbk1q3bs2tW7fYu3dvUoYZLapyuslkws3NjWbNmvHpp58CMGvWLEaNGsWYMWPo1q1brPevX78ef39/Hj58SPbs2QkJCXkqkFesWJHUqVOzfft2u4z5eTw9Pfnyyy+5evUqkydPZs+ePXh5eVGnTh1WrlwZa8guU6YMa1etJdWpjBzefCLxnRtw+9w9bq8K5o+Ff+Ln58fx48f57rvvKF++PFu2bOHNN9+kUKFC5Mqam/OHL9l9djyKxcnC3lUHHdJ2QqVoIH/llVcw/ld18MnXzz//TOrUqVm3bh137twhLCyMS5cuMWvWLLJly5aSQxYRERERkQTavXs369atY+TIkbHOekbN0iYlkFetWpWsWbPaZdn6ihUraNSoEWazmWLFipElSxZ++eUXTCYTy5Yto2fPnvTu3Ts6oMdm4cKF5M2bF5vNRvr06SlSpMhTe8xdXFyoUqUK27ZtS/KYEyJt2rT07duXc+fOsXjxYkJDQ2nevDklS5Zk1qxZhISExLj+7x/2kc6WIXopemLZrDaunL7O+Le+xWQyUbJkSXr06MGcOXM4deoU9+/fZ9WqVbSu9/SXNvZktVo56xN3XbLk9K/aQy4iIiIiIv8+o0aNolSpUrRt2zbWz5NS0C2KxWKhRYsWLFmyJNH7gw3DYPz48bRs2RKTyUSHDh04d+4cixYtImPGjOzcuZOOHTvSunVrpk6dGmel7kePHrFs2TIyZ46sMH7z5k1atmwZ67W1atVix44ddl1qH18Wi4V27dpFVkzfuZMSJUrw/vvvkzdvXkaPHs3du3fZv+4wa37cbLfZapvVxp6VB9j029OrAjJmzEiTJk2o7VUXs8WBUdWA80cuO679BFAgFxERERERh9m1axfr16+Pc3YcklbQ7UmtW7fG19eXkydPJvhef39/2rZtyyeffALAsGHD+O2335gwYQKVK1fm5MmTNG/eHG9vb+bNm/fUPvgnrV69muDgYG7duoXJZOLhw4dPLVePUrNmTfz8/BI1ZnuqVq0af/75J2fPnuW1115jwoQJ5MmdhxEdxtq10jkAJpjR/yfCHsdezC40+LH9+/yHsJAwh7YfXwrkIiIiIiLiMFGz423atIn186QWdHtSvXr1SJs2bYKXrR87doxKlSqxdu1aIDKMT5kyhVatWtG/f3+uXbtG48aNyZkzJ8uWLcPV1fWZ7S1cuJBy5cpx/fp1PDw8yJQpE1WrVo312ipVquDk5JRs+8ifp1ChQkybNo0rV67Q641+RATY7L+X24BAvyB2/BX7fn+LswUcXATd4hz3FyrJSYFcREREREQcYufOnWzYsOGZs+P2KOgWJVWqVDRp0iRBgXzevHlUrlwZiNxb3LlzZ9atW4eHhwdz5szh4cOHNG7cGJPJxNq1a/Hw8Hhme4GBgaxatYqyZcsCkRXgmzVrFueMepo0aaKLV79IMmXKRKbHOTA7OSYyms0mVs/eGOtn2fNnxRphdUi/UXLkz+rQ9uNLgVxERERERBxi1KhRlC5dOs7ZcbBPQbcntW7dmoMHD3L58rP3CD9+/JhevXrx5ptv0qxZM4KDgylXrhweHh4cOnSI33//HVdXV1q2bMnNmzdZu3YtOXPmfG7/y5cvJzQ0lICAyDO6/fz84lyuHqVmzZps27bthTkbO8qx7aewRThmb7vNZnB6r2+se+eLVCzgkD6jWJwtFPMu7NA+4kuBXERERERE7G7Hjh1s3LjxmbPjYJ+Cbk9q0qQJLi4uLFu2LM5rrly5Qq1atfjxxx+ZPn06169fx2az0aNHD6ZNm8bXX39NhQoV6NSpEz4+PqxcuZLixYvHq/+FCxdSrVq16OPXUqVKRcOGDZ95T61atbh+/TqXLl2K93M6WuCDIO5du+/QPh4/esz1czefet+zUHbSZ3F3WL/WcCtlapdwWPsJoUAuIiIiIiJ2N2rUKMqUKUPr1q2feZ29CrpFcXd3p169enEuW1+/fj0VKlTg9u3b7Ny5k2PHjrF//36++eYbBgwYQNu2benTpw99+vRh2bJlLFq0KM793//k5+fHunXraNKkCTdu3MDV1TV6X/uzVK9eHeCFWrbud+thivVjNptp/n5Dh1VaT5chDdVaeTuk7YRSIBcREREREbvavn07mzZteu7suD0Luj2pVatWbNu2jXv37kW/Z7PZ+OKLL2jcuDFeXl4cOHCAgwcP8t133zF16lQmTJhApkyZ+PHHH/nyyy/57rvv+P7772nevHm8+12yZAlWqzV6n3loaOhzl6tD5HFfpUqVSvbzyJ/F7oXc4mCzxr4kvum79TE7oNK62WyiRa/GuKRytnvbiaFALiIiIiIidjVq1CjKli1Lq1atnnmdPQu6Pally5YYhsHKlSuByJnr5s2bM2LECEaOHMmqVas4ffo0ffr0oVevXpw6dYqjR4/y+++/s3jxYoYPH85nn33GO++8k6B+Fy1axCuvvMLff/8d/V6zZs3idW+tWrVeqBnyNOndkqWftB5pYn0/c85MdP38dbBjJjdbzGTJnZkOn7SyX6NJpEAuIiIiIiJ2s23bNjZv3vzc2XGwf0G3KNmyZaNatWosWbKEgwcPUrFiRfbs2cPq1asZOXIkN2/epG3btlStWpWaNWvy7bffMmnSJG7cuMF7773H+++/z7BhwxLU5507d9i0aROvvfYamzdvBqB8+fLxKgQHkYXdzp49y61btxL8vI6QOWdG3NxTO7QPs8VM3hK54vy83UfNKOpVyG6V3g3DYPCvfUmd5tnH1iUnBXIREREREbGbqNnxli1bPvdaexd0e1KrVq1Ys2YNVatWJVOmTBw4cIDGjRsTEhJC69atcXFx4auvvuK9996jffv2lC9fng4dOtCyZUumTZuGyZSwqdk//vgDs9lMhQoVuH//PiaT6bn7559Us2ZNILIY3ovAZDJRzLsQJgcsG4+Sp3hOXFxd4vzc4mThi5Wf4FkgW5L3k5tMJgb93IfSNeNXnC+5KJCLiIiIiIhd/P3332zZsoVRo0Y9d3Yc7F/QLUpISAh79+4lPDyc2rVrs2PHDvLly4dhGLz33nscP36chQsX0rNnT7JkycKAAQNo3rw5Xl5ezJ8/P84zw59l0aJFNGjQgEOHDgGRs7Hx2T8eJWfOnBQoUOCFWrZep2MNh+0lN5lN1Huj5nOv88iSnik7vqBktaKJ6sfsZCZ1WleGL/6Y+p1rJaoNR1IgFxERERERuxg9ejTlypWL1+y4owq6XbhwgWrVqrFy5Upy5cpFtmzZcHWNXKI8ZcoU5s6dy48//shvv/3GiRMnmD59Ou3btydHjhwsW7Ys+tqEuHbtGtu3b6dDhw7R+9azZMlCmTJlEtRO1HnkL4pXOlYndTrHLO82m800ertuvK5Nn9mdr7eMos+33UmV2gWTyfTcFQyW/y1zr1i/DHNOTaFmm8pJHrMjKJCLiIiIiEiSPTk7Hp/l3o4o6LZy5UoqVqxIYGAge/bsoVu3bqxcuZLw8HA2btzIgAEDGDBgABaLhRkzZvDll18ycOBAbDYba9euJUOGDInqd/HixTg7O9OiRQu2bt0KQIsWLRK87L1WrVocOXIEf3//RI3D3lzdUtFpaDu7FlaDyNnxVn1fJUPW9PG+x2w207J3YxbdmEWvKd3IXSxnnONyc09Nwy6vMMNnPF+uHkrmnJnsNHL7c0rpAYiIiIiIyL/fqFGjKF++fLyXaduzoJvVamXkyJGMGTOGFi1a8Msvv+Dh4YHNZuPzzz9n4cKF9O/fn/r169O9e3e8vb1p164dy5cv59q1a+zYsYNcueIuLvY8ixYtokmTJly5coXAwEAAOnbsmOB2atasiWEY7Ny5kyZNmiR6PPbU7qNm/P37Li4cvYQ1IvYjyhLCbDGTLW8Wun2R8J8PQJr0aWjV91Va9X2VR4Eh+B66yL1r97FG2HBzT02BsnnJni9rgr8MSSkK5CIiIiIikiRbt25l69atLFu2LN5ByF4F3e7evcvrr7/Oli1bGDduHAMHDozev16uXDny5MlD//79yZAhAz///DNNmjQhW7ZshIeHs3fvXjZu3EiJEiUS3f/FixfZu3cvCxYsYNOmTQA4OTlRq1bC9ysXKlSIbNmysX379hcmkFucLAxd2J++VYYQ7P8oznPD48NsNuGcypkRiz8mVepUSR6bW7rUlKmV+H93LwIFchERERFJceFh4Vw6fpXzRy4T/DAYk9lExuweFK5YAM+C2f81s13/VaNGjaJChQo0b9483vfYo6Dbnj17aN++PY8fP2bDhg3Urfv0nmQXFxcePHjA1q1bGT16NKdOnaJVq1YsXryYv/76i+rVqydpDIsWLcLNzY3mzZtHn7vu5eWFi0vc1cPjYjKZXrjzyAFyFsrBxK2jGVhvNIEPgrAlYqbc7GQmVWoXxq0dRqHy+R0wyn8nBXIRERERSRGGYXB8x2mWz1zLjj/3EhFuBSKXtBqGEV3dOa1HGl7tXpdm7zfEs2D2lByyxGLLli38/fffLF++PN5fnEQVdBs4cGCi+jQMgxkzZvDhhx/i5eXF4sWLYz3v+8svv8TX1xeApUuX8v3339OqVSsWLVrE999/H6/ic8+zcOFCmjdvjouLS3SQfuONNxLdXs2aNfn4448JCQkhdWrHngOeEPlL5eH7w18z6d3v2LfqICazKV4V2E0mMAwoWbUoA3/qTY4C2ZJhtP8eJsMwHFPH/gUREBBA+vTp8ff3x93dPUltHTx4kIoVK5K9yxRSZS9kpxE+7fEtX2790p8DBw5QoUKF598QHAxp00b+OSgI0qRx2NhERCTp7Pm7SfTz/Le6c+UuX3efyaFNx7A4mZ+7N9VsMWOz2Wjbryldv3gdV7ekL3eVpDMMg1deeYWgoCB8fHziHch9fX0pXLgwa9asoXHjxgnqM8A/kO6dP+LEwWsUzlsOIlwJD4vAydlC9lwZKVYmF+W8CxAQdoU2bVsxbNgwpk2bRlBQEBUqVGDv3r2MGjWKkSNHJuKJYzp9+jTFixdnyZIlZMmShRo1agDg5+eX6AJxR44coVy5cmzdupXatWsneYz2ZhgG2xbvZtGEpZw7ePGpL9Agsmib2WzCGmEjT/GctP+4BQ27vhKvo/BeFvH93aQZchERERFJVjuW7GXcm98SERYOEK9CUVH7Vv/6ZjU7l+1nzKoh5Cn29IyoJK+tW7eybdu2BM2OQ+IKulkjrPwwZTl//rITiykbebNk43EQQOTfo7DHEVw5f4frl+6xfslBIqyhNKn5Dv37fcS0adMwDAMfHx/effddRowYkZDHjNOiRYtwd3encePGTJgwAYBs2bIlOowDlCpVivTp07N9+/YXMpCbTCZqv1aN2q9V4+yB8xzccJSzB85z4dgVwkLCcXZxIm+JXBTxKki5uqUoWa2otpw8gwK5iIiIiCSbLQt3MrbTVCBypi2hDJvBnSv36Fd9KFN2fEHe4omvjC1JYxgGI0eOpGLFijRr1ixB9ya0oNuVC3f49P0fuHfzEWYiV0cYcXyPY/3flzdOFlesD1PzZuNxmCLSERHxgLp16zJ9+nS7BETDMFi4cCGtWrXC1dWV1atXA1CnTp0ktWuxWKhevfoLdR55XIpULEiRigVTehj/av+dNQMiIiIikqLO7Pdl3JvfRC5vTcKuSZvVxqOAED5p+DnBAY/sOEJJiC1btrB9+/Z4nzv+pIQUdDu87zzvtZ3K3ZtBmEymBPVlGAbhoWa88nYie/ri1K5dGycn+8xJHjt2jNOnT9OxY0eCg4PZv38/AD169Ehy27Vq1WLXrl1EREQkuS15sSmQi4iIiIjDhYWGMe7Nb+zWns1qw+/WQ74f8Kvd2pT4i5od9/LyomnTpgm+98CBA3h5eT332r07jjL4ndlYIwzMJkuixmo2mQETZfO0Zu2y3YlqIzYLFy4kY8aM1K9fnx07dmCz2bBYLEmeIYfIwm7BwcEcOnTIDiOVF5kCuYiIiIg43NJv13D93K0knWH8TzarjTWzN3Fmv6/d2pT42bx5Mzt27EjU7Pj58+fx9/d/7gz55k1bGPzuLDBM/wvViRc5RhOuIcU5fTLpf1+ilqu3bdsWZ2dnNmzYAECRIkXsshzey8sLV1fXF+74M7E/BXIRERERcSir1cqSb9ckaZl6XCxOZpZNX2v3diVuUbPjlSpVokmTJgm+/3kF3QzDYOLEifTs/BmpnNJjSmIYf5KzxZWvhi1MUhsR4RGsX76JO5f9aFS7KRHhESxbtgwgwXvp4+Li4kKVKlUUyP8DVNRNRERERBzq4MZj3Lt23yFtWyNsbFmwg97fvE0adzeH9CExbdq0iZ07d7Jq1apEzQY/q6BbQEAAb7/9NkuXrKBB6QEYNvtW5zaZzFzzDeHmNT9y5MoY7/tuX7nHmp//xmfDMS6dvEZEuJUaaVrzQ8+lzPlgBVlCi4NLOpo1SPq55lFq1qzJjBkzsNls/6njwv5r9G9WRERERBzqxI7TWJwSt/83PiLCrZw7cMFh7cv/i5od9/b25tVXX01UG3EVdDt+/DiVKlViw4YNjBr0DYbhoKOyDIM/f41fBfP7tx4y5q3pdC09iN8nr8b3yGUiwq0xrrGGW3G3ZKKAS2m+bDebz9+cxv2bD5I8zFq1anH//n1Onz6d5LbkxaVALiIiIiIOdcbH1657x//JbDYpkCeTjRs3smvXrkTtHYe4C7rNnz+fypUr4+Ligo+PD0H3nHHUydUmk5ktqw8/97ptf+2jR8VP2bniIIZhPPfvsMlkBgN2rzzEOxWHsPWPvUkaZ5UqVbBYLP+K488k8RTIRURERMShbl6445D941HMFjN3rtxzWPsSyTAMRo0aReXKlWncuHGi2vhnQbewsDD69u1Lp06daNOmDXv27KFQoUKcPX4dB/6VITggguDA0Dg/X/bdRr7sOpNHQaEJ/jLJZrUREhzKuLe/Y+mM9YkeY9q0aalQoYL2kb/kFMhFRERExKGsEdbnX5QEBpGFtsSxNmzYkKTZcYhZ0O3q1avUqlWLWbNmMXPmTH799VfSpEnD/TuBPAp+bM+hx+rMiSuxvr9l8R5mDvot8h8S+6XA/+777pMFbPk98Uet1apVi23btjn0Cy1JWQrkIiIiIuJQyVFszS1daof38V/25Ox4o0aNEt1OVEG3I0eOUKFCBW7cuMH27dt5//33o0N+yCPHh3GAndufDsr3bjxg6gc/27WfqR/8wt3rfom6t2bNmly7do3Lly/bdUzy4khUIC9QoAD37z9dKfPhw4cUKFAgyYMSERERkZdHwfL5sDg5bh7IGm4lX+k8DmtfYP369ezevZvRo0cn6ZxtHx8f0qZNS8OGDalQoQIHDx7E29s7xjWO/LvypF17dj313rSPfiUsNNyu/YQ9Dmfah78m6t4aNWoAaNn6SyxRf9svXbqE1fr00qPHjx9z/fr1JA9KRERERF4ehSsUwGZ17JLbIhU1KeQoUbPjVapUoWHDholux8/Pj+3bt3Pq1CmGDx/O6tWryZw581PXZcycLkmhP77+3r6BiIj/3+pw3fcWe1YftnsBQpvVxt61R7h27laC782UKRMlS5ZUIH+JJegc8uXLl0f/ed26daRPnz76n61WK5s2bSJfvnx2G5yIiIiI/PtVa+HFjH4/OaZxE2TPl5XcxXI6pn1h3bp17Nmzh3Xr1iU6KB86dIgWLVoQERHB6NGjGTFiRJzXuqZ2IWfeTFy75LhCfRHWMG7evUitWrVo1aoVNWrU4Ojyi5gtZoecCGC2mFk1ZwvvjX09wffWrFmTLVu22H1M8mJIUCBv1aoVACaTiS5dusT4zNnZmXz58jFx4kS7DU5ERERE/v2y5slC5aYV2LfmkP3DjgH1u9bEbFZpJEd4HBrG6BFjqFa5JnXr1ktUG3PmzKFXr154enoC0LNnz+feU7ZSAW5e9cPqiHBsNlGwaDb2X3Pn2rVrfPbZZwQHB1MzbRvcTO527w8iZ8n3rTuSqEBeq1YtvvvuO+7cuUPWrFkdMDpJSQkK5DZb5H8h8ufPz/79+2NdYiIiIiIi8k+vD2nDnlUH7NuoCcIJo9/4nlw1+fLRRx/h5ub4AnIvM6vVxv6tp9m+5iinDl/m5hU/PKgGQJtyw8lfLAelvPLTsK0XeQtnf2ZboaGh9O3bl9mzZ9OjRw/Spk3LH3/8QZYsWZ47jsZtvVi1eJ9dnumfbDaDt95/lVQ5LrN06VL8/Pzw2XeAz5rOSnxV9Xi4cf4OocGPcU2TKkH31axZE4jcR962bVtHDE1SUKK+Srx48aLCuIiIiIjEW4kqRWjbrykmsx33BhswdN6HvP1uNz777DOKFi3Kr7/+Gj2JJPFnGAZrf9/HW7XHMrrnL2xddYSbV2JWBg8Ps3L26DWW/bKT95tOZsAbM/E9GXv9qIsXL1K9enXmzZvHnDlzmDVrFkeOHIk+f/x5CpfwpEipnJgt9t1LbjKbyJglHVVqF6VVq1ZcvXqVo0ePkt0jl0PDOET+jK+fv53g+3LlykW+fPm0j/wllei1PZs2bWLIkCG88847vP322zFeIiIiIiL/1PWL1ylQJi9mix2Wl5ugZe/GNHj9FSZNmsTJkyepXLkyXbp0oVKlSmzdujXpffxH3Lvlz6ddf2DqsD/xuxMA8MytBVHLyE8duky/Nt8y75sNMZaWr169mooVK/Lw4UN2795Nt27dMAyDAwcO4OXlFe9x9Rna3O5bHAybQb8RLbE4WahVqxYZM2Zk6dKlhIWE2bWfuCS2gnutWrUUyF9Sifpfw9GjR9OwYUM2bdrEvXv3ePDgQYyXiIiIiMg/ubqlYvz64eQvlTvJobxxtzr0mtot+p8LFSrEH3/8wY4dO3B2dqZOnTq0bNmSM2fOJHXYL7UbV+7Tv900ju27mOB7bVYDm81g/vSNjP9wPmGPwxgxYgRNmzalRo0a+Pj4UK5cOQDOnz+Pv79/vGfIAZavWYjv7R0JHldcTGYT9ZqXo3LtYgA4OTnRvHlzlixZgnMqZ7v18yxOLpZE3VezZk0OHz5MQECAnUckKS1R/0v43Xff8fPPP7N3716WLl3KkiVLYrxERERERGKTPrM7k7Z9TuO36wIkbAm7ycCGjXcmdOKjH3rGWsitevXq7N69mwULFnDkyBFKlixJnz59uHv3rr0e4aXx0C+IwZ2/58H9oCTNRBsG7Fh3jOZVejFmzBjGjBnD0qVLyZAhQ/Q1Bw5E1g+IbyBft24dgwcPpm3XqjwyrmEYSVtPbjabKFU+L/1GtIzxfqtWrTh58iTBVn9w/ElreBbIlqj7atWqhc1mY9eup89Ol3+3RAXysLAwqlWrZu+xiIiIiMh/gFu61Hz4/XuMWzeMwhUizw+3OMX+f0vNZhNmswmT2UT5hqU56LKVg3d3P/P4LZPJRMeOHTl9+jRffvklc+fOpVChQkyYMIHQ0FCHPNO/0YxRS/G7G2CXZeGGAebgTHw77leGDBny1JclBw4cIHfu3PEq6Obr60vHjh1p1KgR27dvY/vxX3HNFAgk8AscIOqvSZU6xfhiZhdc/jET3rBhQ1KnTs3aDWvInvf5Y0uKbHkzk8Y9daLuLVy4MFmzZmXbtm12HpWktEQF8nfeeYf58+fbeywiIiIi8h9SsUFZpu8bxwyf8bT7qDllXylJmvRumM0mLE4WMmT3oEpzL7qNeYP5l2cyYc1IBgz/iEmTJnHixInntu/q6sqgQYPw9fXlzTffZMiQIRQrVoyFCxcmecb13273xhNsX3sMm9V+PweTCbb8fo6ggJCnPjtw4EC8ZscDAwNp2bIlWbJkwWq1snv3bho3bsSyrd/wxYy38MiYJrKv5wVzU+QrtVsqBo1tx/BJb5DK9ell6W5ubjRu3JglS5bgVa9UnF8MJZXFYsarfulE328ymahZs6b2kb+EEnTsWZTQ0FBmzZrFxo0bKVOmDM7OMf9yT5o0yS6DExEREZGXX+EKBaJnyp9nwIAB/Prrr/Tq1YutW7c+c6Y8SpYsWZg2bRp9+/Zl0KBBvP7660yePJlJkyZRvXr1pA7/X2nhd5sxmU0YNvsFcsOA4IAQNi45QKsuNZ54P7Kg28CBA595v81m46233uLq1avUqVOH5cuXU7lyZVavXg2AV40i/Lz6Y7atO8ay+XvwPXUDiPwiIPJZiP6iJVfezLR4vQr1mpUjTTrXZ/bbqlUrunTpwuQx01j545ak/AjiZLXaaNLtlSS1UatWLQYOHEhoaCiurs9+Jvn3SFQgP3r0aHSBhuPHj8f4LD7/oygiIiIikhipUqVi+vTpNGjQgHnz5vHmm2/G+96iRYuybNkytmzZwoABA6hRowZt27Zl/PjxFCxY0IGjfrGcP3mDs0evOaRtA1j2605avlU9OhfEt6Db559/ztKlS2nevDnLly+nePHi7Ny5M0a+SOXqTIOWFWjQsgKBASH4nrzB1Yt3CXscgZOzhZx5MlG4hCcemdLGe8zNmjXDYrFw6Mw+Stcoysk957BG2K+6u9lipoR3QQqWyZOkdmrWrElYWBj79u2jVq1adhqdpLREBfItWxzzzZGIiIiIyPPUr1+fjh07MmDAAJo1axajeFh81KlTh/379zNv3jyGDBlC8eLF6dOnD8OGDSNjxowOGvWLY9/fpzFbTHZdrh7NgFtX/bh55T6eeTMD8SvotnTpUkaNGkWdOnVYsWIFefLk4eDBg1gscVclT+eemvJVClK+StK+TMmYMSOvvPIKS5cu5cdpv/B+1WFJau+fzBYT/aZ1e/6Fz1GmTBnc3d3Zvn27AvlLxDGbJEREREREHGjixImEhIQwbFjiwpPZbOatt97i7NmzjBw5kh9++IFChQoxZcoUwsKS50zqlHLu2DUcvYX+3PHr0X9+XkG3EydO8Oabb1K2bFm2bNlClixZOHbsWLIuy27dujWbN28mbRZXenzR0a5tv/N5B3IXzpHkdiwWC9WrV9c+8pdMogJ5nTp1qFu3bpwvERERERFH8vT05PPPP2fmzJn4+Pgkuh03NzeGDh3KuXPnaN++PR9//DElSpTgzz//fGkLv108c9Oue8f/yeJk5vyZGwSGPCY8wvrMgm4PHjygVatWeHh4cOTIEdzd3Tlx4gTu7u4OG19sWrZsSUREBKtWreLQrR1ceHzULu2+9mETWr5f3y5tQeSy9Z07dxIREWG3NiVlJWrJetT+8Sjh4eEcPnyY48eP06VLF3uMS0RERETkmXr37s3PP//M+++/z969e5+5vPl5smfPzvfff0/fvn0ZOHAg7dq1o0aNGkycOBFvb+9EtWkYBkf+PoXPhqOcOXCBy6euE/Y4PHKvc8HsFPMqSNlXilO5cTksTokfe0I9DnHsCoAIq42fV+1j2tnTAITnqE7arOlYu/80dcsVwsU5MoJYrVY6duzIrVu3CAoKInXq1Bw5ciReR6PZW65cuahUqRJffvklJ0+eZNCgQSyaspLibpUxYUrQ0XAWixlMJrp/1p7WvRvatcZWrVq1GDJkCEeOHIn3me7yYktUIJ88eXKs748aNYqgoKAkDUhEREREJD6cnJyYOXMmVatW5fvvv6dXr15JbrNUqVKsWbOG9evXM2DAACpXrkzHjh0ZO3Ys+fLli1cbNpuNdb9uY9HEldy8cAeLkwVrhDXGNaf9znPu0CWWzlxPhqzutO7TmDZ9G+Pskqj/e54gyRL+nziWzDltBq6FwJAf15A+jStdGnrRqX4Fhg0ZwsaNGyOvcXZm79698f4Z25thGKRLl479+/fz2WefkT59em4Y51i1/i9mf7KYU/vPY7GYsT4jmFuczFgjbBSukI8Pp79N3mI57T5OLy8vUqVKxbZt2xTIXxJ23UPeuXNn5syZY88mRURERETiVKVKFXr06MGQIUO4ffu23dpt2LAhhw4dYvbs2WzdupVixYoxePBg/P39n3nfrUt3GfTqWKb0nsPNi3cAngrjUaLef3AngJ9GLqZX1eH4Hr5kt2eIS858mR3bgQHW1DFDf9Tqf//gUL5ZsoNmg2bwzaxfoj/fsmULpUsn/pzupDAMgxEjRrB582YgcjXwwoULady4MSUrFWXypmFM3TKcuq9Xwz2O6u0ZsrpT57WqTN0ynCmbhjskjEPkKQOVK1fWPvKXiF0D+e7du3UmnoiIiIgkq7Fjx+Lk5PTcc64TymKx0L17d86dO8fgwYP59ttvKVSoENOnTyc8PPyp688dukivasM5sftc5BsJ2KZtGAbXzt2kX53P2Lv2sH0e4AlhYWFs27aN4cOHs/fwFmxG7F8S2IMJCE/n/Mxr7gQ+pkib/rhmyc2yZctS7Dx4wzAYPnw4X3zxBRMmTKBo0aLMmzeP3bt307Hj/xd3K1qxAB/P6E6bsdXZErSQIfPf48tlA/h67acs8J3CAt+pDPjuHYpWLODwMdeqVYvt27e/tDUO/msSFcjbtGkT49W6dWuqVKlCt27deO+99+w9RhERERGROGXKlIkJEyYwd+5c/v77b7u3nzZtWkaPHs25c+do3rw5ffv2pXTp0qxYsSI6FF05c4NBTcYREhSaoP3GT7JZbVjDrYzuMJUj204lacyGYXDixAmmTJlCs2bNyJgxI7Vr12bGjBlk8HTBbHLcsnWbxUREmmcvvTeZLZgtzpRq048SFao6bCzPYhgGQ4cOZcyYMXz99dcMHDiQ1q1bs2rVKlxdXWnRosVT92zbto38RfJSq1kVKtQpSalqRciQNX2yjrtmzZrcu3eP06dPJ2u/4hiJCuTp06eP8Yo6u2/16tWMHDnS3mMUEREREXmmrl27Uq1aNXr16uWwY8ty5szJnDlzOHjwILly5aJFixbUq1eP/fv28+Vb0wkNfpzoMB7FMAxsNhtfvjWdwAfBCbr35s2bzJ07l7feeoucOXNSqlQpBg8eHH08nI+PD3fv3mXxqp/IlM0xVcwNICRn6hh7yONiMpuxYWLInDWEWx03Yx8bwzD49NNPGTt2LJMmTeLjjz8GoFWrVgQHB1O5cmXSpk2LYRhYI6zRX7xs27Ytxc8Ar1q1KhaLRcvWXxKJqhrx008/2XscIiIiIiKJZjabmTlzJhUqVGDy5MkMHjzYYX2VK1eODRs2sHr1agYOHEjHGt0p5FzObu0bNoMAvyC+/2Q+A77vEed1wcHB/P3332zcuJENGzZw/PhxAMqWLUunTp1o0KABNWrUwM3N7al7W3WtwY/jV9ttzE8K8Xy6v7hYbQbnrt3lt40H6dqokkPG80+GYfDJJ58wYcIEJk+eTP/+/aM/c0/nTmZykOpSRnqUHcDVMzewhkd+WZAhe3osN9OTpUJuAvyCcM8Y+35yR0uXLh3ly5dn27ZtvPvuuykyBrGfJO0hP3DgAPPmzWPevHkcOnTIXmMSEREREUmwMmXK0K9fPz777DMuX77s0L5MJhNNmzZl3+79FE1Twe7t26w2Nvy2nVuX70a/Z7Va2bt3L2PGjOGVV14hQ4YMNG3alMWLF1OpUiXmz5/P7du3OXz4MF999RUNGzaMNYwDNO9UlXBTIEZCNro/hwEE50uD1S1hc34G8Mt6H8LCHX+2tmEYDBo0iAkTJjB16tToMG6z2Vg+cx0Dqn1BOXNNrFctXDp+NTqMAzy45U9mPNk//wQdcr7HxB7f8eDOs4v8OUrNmjU1Q/6SSNQM+Z07d+jYsSNbt27Fw8MDgIcPH1KnTh0WLlyYImcHioiIiIiMGjWKhQsX0r9/f5YsWeLw/nYs9cEalrRl6nExm838NvEv0pQw2LBhA5s3b+bhw4ekS5eOOnXqMGnSJBo0aECRIkUSfNb16jWr2Hf5T2rm74ZhM0hqfTDDBBFpnAjOl7hZY//gUDYd8uVV72JJG8gzGIbBgAEDmDRpEt988w19+/YF4OaF24x7axond5/FwMCECVMc85ZmkxnDMIgIi2D9L3+z4699fPj9u9RqV8Vh445NrVq1mDx5MpcvXyZv3rzJ2rfYV6JmyPv27UtgYCAnTpzAz88PPz8/jh8/TkBAAB988IG9xygiIiIiEi/p0qVjypQpLF26lJUrVzq8v21/7cMUj/3SiWGz2lj6w1r69OnD7du36d+/Pzt37sTPz49ly5bRp08fihYtmuAwbrPZGDVqFN41SjN82luYzOYEt/EkwwTWVBYels0Qr73jsTGbTWw/diHRY3gewzD4+OOPmTRpEtOmTYsO476HL9Hb+1PO7PcFwET8x2+z2gj2D+bzDpP5/evlDhl3XGrUqAGgWfKXQKJmyNeuXcvGjRspXrx49HslSpRg+vTpNGzY0G6DExERERFJqHbt2tGwYUP69u1L3bp141y2nVSGYXDG5wKGzXHHT7mZ03Ht8nWy58xmtzaXLl3K0aNH2bZtG1VqluDz2d0Y238+gf6PEhRIo4Snc8a/jAc2l8RXbrfZDI5duJno+5/FMAw+/PBDpk6dyvTp0+nVqxcAN87fYlD9zwgOCEl0Mb6olQU/DP4Nt3SpafZeA3sN+5kyZ85MiRIl2L59O507d06WPsUxEjVDbrPZcHZ++mxBZ2dnbDbHLNkREREREYkPk8nEtGnTuHnzJmPHjnVYPw9u+xP0MGGV0BPj/hX77VO22WyMHj2aevXqUbNmTQAqVC9C/W65uRUYeYyW2fLsiGBEvcwQUDgdDypmTFIYj3L9fgDhEfattm4YBv369WPq1KnMnDkzOozbbDbGd5nOo8DEh/F/mt7vJ66cvm6XtuJD+8hfDomaIa9bty79+vVjwYIFeHp6AnD9+nU+/PBD6tWrZ9cBioiIiIgkVOHChfnkk0/48ssv6dy5M0WLFrV7HyFBoXZvMzZNGjXjoek2QPTxW0/+Z2zvxXWNzWbD+n/s3XVYVNkfBvD3ztBIKKCEKHZixxrYhWshNnZ3rb2uHWuusfYaq6KgYq0djN0oYmAutqhIN8zc3x8s/ERqZpgB1PfzPDyrM/eec2bQlXfOOd8jl0MqlUJHRyflueTnn32+DHuzKrA1KQ89nbQrC0QAcmMpom2NEGtjCFEnWzWi04hNSISujmbOSBdFEaNHj8aff/6J9evXY8iQISnPHV53Cg+vPtFIP1/2t7jPGqy+Nj9bWwCU5eTkhA0bNuDTp0+s4fUNUyuQ//nnn2jXrh0cHBxgb28PAHj9+jUqVqyInTt3anSARERERETqmDx5Mnbu3IkRI0bg9OnTGg9JWc0ka0oPt+6wLJl0bnjyaxAEIdWvs/qvIAgQRRELFiyAqakpxowZk/Lcvn37cOHCBcyZMwcFChRIuS82Uo4t63fB2NAU5Ws3gm9oIhLz6Wg8hH9p1YoVKO5QBEWLFkXRokVhY2MDiUT1/kRRxMiRI7F27Vps3LgRgwb9//g4eaIcuxZovuCfPFGBx7ee4+65B6jSuKLG2/9a8nnoly5dgouLi9b7I+1QK5Db29vj9u3bOHPmDB49SlraUq5cOTRr1kyjgyMiIiIiUpehoSFWr16N1q1bw9PTE926ddNo+/kLmaUEXW0aNmYwipS1y3Y7+/btw7t377Bnzx7Uq1cPAODv74+RI0di9uzZ6Z7dvmX7Bjj+VAFDfumOfks8sz2GzIgJcViy6HeEhf1/ib6uri4KFy6cEtCLFPl/WC9atCjs7e1hYGCQqh2FQoGRI0di3bp12LRpEwYOHJjq+WtHbiMkMFQrr0GqI8GhNSdzJJDb29ujaNGiuHDhAgP5N0ylQO7t7Y2RI0fi2rVrMDU1RfPmzdG8eVLhgrCwMFSoUAHr169P2Y9CRERERJSbnJ2d4erqinHjxsHZ2RlmZmYaa9vASB92pazx5ol2ipEBgJ6BLuxK2WS7neS9482bN08J46IoYuzYsShatCjGjx+f7n3BwcHInz8/SttbQRCQ7ePRMiIAqFO5NO5sDkVYWBhevXqFly9f4uXLlym/fvz4MU6fPo3379+n+hCkUKFCKWG9SJEiuH79Oi5fvoyZM2fC1dUVoiimWh1x9Z9bkOpIIE/UfO0reaIC14/dhjxRDqmGlt5nhvvIv30qBfIVK1Zg0KBBMDU1TfOcmZkZhgwZguXLlzOQExEREVGe8ccff6BcuXKYOXMmVqxYodG2K9Uvi/f/ftBKuJNIJShbswSkGlga7+Xlhfv372PDhg0pjx06dAinTp3C4cOH08wyJwsJCUGBAgVgqKeLsvYF8fj1R2ijqLxCVOCNvw+uX7dDrVq14OjoCEdHx3SvjYuLw5s3b1KF9uTgfurUKYSHhwMAZs+ejdmzZ8PExCTVzPrbo5Fa+X4lS4hLxCv/tyjmWERrfSRr0KABdu3ahYiICJiYmGi9P9I8lf523717F61atcrw+RYtWsDHxyfbgyIiIiIi0hR7e3vMmjULq1evhq+vr0bbbtW3odbCnUKuwM8DmmS/nf9mx1u0aIG6desCAGJiYlJWDbRp0ybd+xITExEeHo78+fMDADo3rKyVMA4AEkHAnVN78dNPP6FcuXJYsGABXr9+ne61+vr6KFGiBBo3boy+ffti5syZ+Ouvv1CsWDFERERgy5YteP/+Pa5duwZPT0/89ttvaNy4MaRSKS5fuoyoT9ovxhdwP/2xa5qTkxMUCgWuXLmSI/2R5qkUyD98+JDucWfJdHR08OnTp2wPioiIiIhIk8aMGYPy5ctj2LBhGj2mt0z14ihRuajGC7wJAmBqkQ/12tfIdlteXl548OABZs2alfLY0qVL8fbtW6xYsSLDYnehoaEAkBLIW9YsAxMj/WyP52tSiYCWNcsi4Ik/Tp06hZo1a2LevHkoWrQomjZtiu3btyMyMjLD+xUKBQYPHozNmzdj27Zt6NevH6ytrVG7dm106dIFEydOxOrVq3H48GFcv3ZDrbPWVRWbQxX4y5QpAysrKy5b/4ap9H8OOzs73L9/P8Pn/fz8YGOT/T0uRERERESapKuri3Xr1uHatWvYvHmzRtsevbIvRA1PHYsiMGJ5b+jqqVWDOUXy7HjLli1Rp04dAMDLly+xcOFCjBs3DqVLl87w3pCQEABAgQIFAAC6EgGldUOyNZ6vCQAM9HQxrlMDSKVSNG/eHDt27MCHDx+wefNmKBQK9OnTB9bW1ujTpw+8vb1TfaCiUCgwcOBAbN26Fdu3b0fv3r0z7S8n9nUDgFQ3Z/oRBAFOTk64cOFCjvRHmqdSIG/dujV+++03xMam/cQnJiYGM2fOzHDJCxERERFRbqpfvz769u2LyZMna3RVZ9maJdB5XGuNHasmkUpQr30NNHStne229u3bl2Z2fMKECTA3N8f06dMzvTc4OBhA0gz5v//+iwYNGmDrspmw0U+AREOvVQQwrUdTWJnlS/W4iYkJ+vXrB5lMhoCAAEyePBlXrlxB06ZN4eDggF9//RX+/v4YMGAA/v77b2zfvh09e/bMsj9dPR2YWWp/r3WhopZa7yOZk5MTbty4gbi4uBzrkzRHpUA+ffp0BAcHo3Tp0li8eDEOHTqEQ4cOYdGiRShTpgyCg4Px66+/amusRERERETZsnjxYgDAlClTNNpu35mdUKdNteyHcgEoUakIJmwYlO225HI5Zs+ejVatWuGnn34CkHRq0r59+7B48eIsi4Alz5CfOXMGlStXRmBgIC5evIjd80cgMfQ9RA0s/R/Rvh6ca5XN9BoHBwf89ttvePLkCS5fvgxnZ2esWbMG5cuXx7Zt29CnTx+0bt1a6T7L1Cqp8TPpv1aqWnGttv+lBg0aIC4uDjdv3syxPklzVArkhQoVwpUrV1CxYkVMnToVLi4ucHFxwbRp01CxYkVcunQJhQoV0tZYiYiIiIiyxcrKCgsXLsSWLVtw+fJljbUr1ZHi1x0j0MytPgCoHPiSj/EKlgei/a8NYGRimO0x7du3Dw8fPkyZHU9ISMDo0aNRr149uLm5ZXl/clG1X375Ba6urvD19UWtWrXg3LIF/Pb9AaP4zwCg8o5sqUSAVCLBpK6NMcC5ltL3CYKAunXrYu3atWjdOmlFQpUqVbB9+3ZYW1ujc+fOOHLkCBISEjJtp1KDctBWHhcEoEi5wjA2M9JOB+moXLkyTExMuGz9G6Vy9YmiRYvi2LFjCAoKwvXr13Ht2jUEBQXh2LFjKFasmDbGSERERESkMYMGDUKtWrUwbNgwJCYmaqxdHV0dTNgwCL/tGoV8+Y0AAUoFP0EiQJAC740ew6B6DNz69MiwwriykmfHnZ2dUbt20tL3tWvX4uHDh1i9enWWHxicO3cOkyZNAgB4eHhg27ZtMDExQYcOHXDlyhXUr/MTLmyei4UDWiPff4Xespoxl0qS+ixd2Aqe03uiW+Mqar2uPn36YM+ePdi9ezfu3LmDN2/eYMGCBXj8+DHatm2LwoULY9y4cRlW1G/Ru6Fy3xg1iADaDW+hlbYzIpVKUa9ePRZ2+0apXQ4yf/78qFmzJmrVqpVSeZGIiIiIKK+TSCRYt24dHjx4gFWrVmm8/frta2L7w+UYubw37Er+v+CxRCqBCDHVlLKFbX70m9kJi2WT8DTSD5WrVIahoSFcXV3TrdukrL1798Lf3z9ldvzjx4+YOXMmBg8ejKpVq2Z4X3x8PKZMmYImTZrA3NwcFhYW6Nq1KwBg4MCBOHLkCBwdHXH27FlIpVK0rFkGJ34fhCqm0YgLDcww5+rpSNGwcglsHNcJO6f2QHFbC5VfU2JiInr37g0PDw/s2rUrZVzW1tb45Zdf4Ofnhzt37qBHjx5wd3dH1apVUblyZSxbtgyBgYEp7eQvZI6Sde2hEDV/XJ2BkT6a9XTSeLtZcXJywuXLlyGXy3O8b8oeQUxeH/OdCg8Ph5mZGcLCwmBqapqttm7fvo3q1avDus8K6FuX1NAI04oLfIbAv8fCx8cH1apVy/qGqCgg33+FMCIjAWNjrY2NiIiyT5P/NhHfT1Lf6NGjsXXrVvj7+6Nw4cJa6UMURXx+H4IntwPw+tE7rP1zHQrZFMKICUNRuloxWDtYpcxWz58/H7NmzYK7uzv69OmDbt26YcuWLSovf5fL5XB0dESxYsVw9OhRAElhev/+/Xj69CksLNIPw48ePYKbmxv8/Pwwb948BAYG4sSJE/D398fUqVPx+++/w8HBAQ8ePICR0f+XZIuiiLJly6JOnTpYt2ETnrz5hLdBYUiUK2Cor4sSNhYoap0fUon6R8Mlh/E9e/bAw8MDnTp1yvT6hIQEnDx5En///TcOHz4MuVyOli1bonfv3mjfvj16d+uLz0cTIRGlSdPaGjJ+4xA4a+DseFVdvHgRDRo0UD4/kNYp+2+TZg9MJCIiIiL6RsydOxfGxsYYP3681voQBAGWtgVQt011dJ3QFmKRSOiXTERD19qwKVYwVdieMGECSpQogT///BMbNmzAtm3bsHbtWpX73LNnD/z9/TFz5kwAwM2bN7FlyxbMmzcv3TAuiiLWr1+PatWqISoqCteuXcPkyZMRGhqK/PnzY8WKFfj9999hZWWF27dvpwrjAODr64snT56gW7duMNTXReUStmhduxza1a2A5tVLo7itRbbDeM+ePbF37154enpmGcaBpGPu2rRpg7179yIwMBB//vkngoOD0a1bNxQqVAgHjnrBuoGJxsK4RCpB9RaV0Kp/Y800qKKaNWtCX1+fy9a/QQzkRERERPRDMjMzw/Lly7F3716cPHkyR/rU19fP8HgqfX19rFmzBhcvXoQoihgzZgzGjh2rUrEuuVyOOXPmoHXr1qhVqxYUCgVGjRoFR0dHDB48OM31nz59Qvv27TFs2DD06dMHPj4+qF69OoCkKuvR0dEYN24cTExM4Ofnl+5W1d27d8PS0hJNmzZVepzKSkhIQI8ePeDl5QVPT0+4urqq3Eb+/PkxdOhQXL16FY8fP0bTpk2RmJiIXd7bEGr+PttjlEglKFbRHr95jNN69faMGBgYoFatWizs9g1iICciIiKiH1b37t3RuHFjjBw5Mlt7tpWVWSAHgKZNm6J79+6YMGECpk6dinr16qFz58548+aNUu17enri0aNHKXvHt2/fjuvXr2P16tXQ0dFJde2JEydQqVIlXL16FYcOHcK6detg/MXWx+fPn+Pu3bswMDDA7du3YW1tnaY/hUIBDw8PdO7cGbq6ukqNUVnJYfzAgQPYu3cvOnbsmO02S5cuDSBpRtnb2xsV2hbHC52HEEVF0v5+NVRpXAHLZLNytLJ6epycnFI+zKFvBwM5EREREf2wBEHA2rVr8fLly5QzyrUpq0AOAMuWLUN8fDxmzpyJPXv2wEDPAF0b9sTyIesxrMYkdLTshw75+6Bb4cH49ecF+HumJ57e/jdldvznn39GzZo1ERYWhilTpqBbt25o0KBBSvuxsbEYM2YMnJ2dUblyZfj5+aFdu3apxnD9+nXcv38fgiDg0qVLKFky/fpJV65cwevXr9GtW7fsvzlfSEhIQPfu3XHo0CHs27cPHTp00Ei74eHhOHbsGLp164bGjRtj27ZtuPP5KtrObQQYJxVEE5FFsTch6c+NvpE+xq0fjN9P/JrrYRxIOo/806dPePLkSW4PhVSgk/UlRERERETfr7Jly2LixIlYsGABevTokWH41AR9fX0EBwdneo2NjQ3mzZuH8WN+gV1MCTiGOiEuKg7H/zqbas9zVFg0gt+Hwuf0Xeycuw8Wxczx+d9w7Nw5CwAwZ84cREREYMmSJSn33Lt3Dz169MDTp0+xcuVKjBw5EpKv9nc/fvwYDRs2BAD07NkzZQl7ejw8PFC4cGHUr19fxXciY/Hx8ejWrRuOHDmCffv2pfmwIDsOHTqEuLg4dOnSJeWxfPnyYcyvIzBq6jAcdz+D7Qv24POTcAgZnLBuV9IG7Ue0RPNeDZDPPO8UU65Tpw4kEgkuXLiAMmXK5PZwSEmcISciIiKiH96vv/4Ka2trjBw5UqtLfpWZIQeAOmWd4KTzM87vuI64qP+uT2dYoihCnpg0oxsUEIIqQj2cXH4Rt676YNWqVZg+fToKFy4MhUKBlStXombNmhAEATdv3sTo0aPThPF3796hRo0aiIuLg56eXqZhPDExEXv37kXXrl3TtKOu+Ph4dO3aFUeOHIGXl5dGwziQ9AFC/fr1062qL5FI8HOvFvD0/wtHo3Zi2BY3FGpkjFcG/niouIWoUu/hvOAnLLv8G1xGOeepMA4ApqamqFq1Kgu7fWMYyImIiIjoh2dkZITVq1fj5MmT2L9/v9b6USaQH914GlNbzYeOQjfDWdr0JF97Ye81TG06H8XtSmL8+PF4//49nJ2dMXbsWAwbNgw3btyAo6NjmvtDQ0NRqVIlREZGYuXKlYiPj0+3iFsyb29vfPz4Ed27d1d6jJmJj49Hly5dcOzYMezfvx9t27bVSLvJPn/+jFOnTim1vF7fQA8d+7TDzrNb4Bd8E6v2LYZlaXNMnj4JNjY26NixIw4ePIj4+HiNjjG7nJycWNjtG8NATkREREQEoG3btmjXrh3GjBmDiIgIrfSRVSA/s/MCVgzdCIiAqFBvpl4hV0ARI6Bi7E844HkQjo6O8PPzw4kTJ/DHH3/AwMAgzT0xMTGoVKkSPn/+jNmzZ6cs6S5QoECG/ezevRslS5bUyLnXcXFx6NSpE44fP44DBw6gTZs22W7za/v374dCoVDq2LQv6evrw9XVFYcPH8bbt2+xZMkSvHjxAi4uLrCzs8Po0aNx69atPFFMzcnJCS9fvsTr169zeyikJAZyIiIiIqL/rFy5EsHBwZgzZ45W2s8skL97Hojlg9drpB+JIEH4p0gs7LMS9erVh5+fH1q2bJnutYmJiahZsyZev36N4cOHY8aMGSn73DOaIY+Li8P+/fvRvXv3bB/1lRzGT506hYMHD6J169bZai8jnp6eaNKkCQoVKqR2GwULFsSYMWNw+/Zt+Pn5oW/fvti7dy9q1qyJihUrYvHixXj37p0GR60aJycnAOCy9W8IAzkRERER0X8cHBzw22+/4Y8//sD9+/c13n5GgVwURSzu+ycUiXLNdSYCBQU7jOsxEVZWVuleolAo0KhRIzx48ACdO3fGmjVrACSdQQ5kHMiPHz+O8PDwbC9Xj4uLg6urK06fPo2DBw/C2dk5W+1lJDAwEDKZDF27dtVYm46OjliyZAlev36NY8eOoVKlSpg5cybs7e3RsmVL7Nq1C9HR0RrrTxlWVlYoW7Ysl61/QxjIiYiIiIi+8Msvv6BUqVIYNmwYFIosjsBSUUaB3O/CQzy4/DilQJumCALw96w96S6nFkURLi4uuHz5Mho3bgxPT8+U55IDeUZL1nfv3o3KlSujXLlyao8tNjYWHTt2xNmzZ3H48GG0atVK7baysm/fPkgkEo2cZf41HR0dODs7Y/fu3Xj//j3Wr1+PqKgouLm5wdraGgMGDMCFCxc0/mcpPeHBEahiVQv3PJ9hYMVxcC3YH65W/dG3zCgs7LkS+1ccRdDbz1ofBykvVwP5hQsX0LZtW9ja2kIQBBw8eDDV86IoYsaMGbCxsYGhoSGaNWuGp0+f5s5giYiIiOiHoKenh7Vr1+LSpUvYvn27RtvOKJAfXnMCUh3N/2guisCbx+9w76J/mueGDBmCw4cPo0qVKjh9+nSqpeeZLVmPjIzEP//8k62zx2NjY+Hi4gJvb28cPnwYLVq0ULstZXh6eqJly5aZ7onXBHNzcwwaNAiXLl3Cs2fPMG7cOHh7e6Nhw4YoWbIkZs2ahefPn2u834+vPmHpgLXoajsYQZejYRBqhpcP3yA8KALhnyPw9mkgznlewfoJf6NH0WGY5boEAfdeanwcpLpcDeRRUVGoXLlyytKYry1evBirVq3C+vXrcf36dRgbG6Nly5aIjY3N4ZESERER0Y+kcePGcHNzw8SJE7M8N1wV6QXyxIREXDl0U+Oz48mkOlJc3Hct1WPTp0/Hpk2bULx4cVy7dg1SqTTV8yEhITA0NIS+vn6a9g4fPoyYmBi1A3lsbCw6dOiAc+fO4Z9//kHz5s3VakdZr1+/xqVLlzS6XF0ZJUqUwOzZs/H8+XOcP38ejRs3xvLly1GyZEk4OTlh06ZNCAsLy1Yfoiji2KYz6F9+HM7sOI/E+ERATKoh8DWFXAFRIUJUiLh6+BaGVp8E93leSExIzNYYKHtyNZA7Oztj3rx5cHFxSfOcKIpYsWIFpk+fjvbt26NSpUrYvn073r17l2YmnYiIiIhI05YuXYr4+HhMmzZNY20mB/Ivl5C/ePAaiQka3Dv+FXmiHI9u/H+V6apVqzB//nwUKlQIvr6+6YbukJCQTJer16lTBw4ODiqPJSYmBu3bt8eFCxdw5MgRNGvWTOU2VLVnzx7o6+ujffv2Wu8rPRKJBA0aNMDmzZsRGBgId3d3GBkZYejQobC2tkb37t1x/PhxJCaqFowVCgVWDd+EP4ZsQFx0nEof6CjkCigSFdg20wMzOixGfGzeOr7tR5Jn95AHBAQgMDAw1V9SMzMz1K5dG1evXs3wvri4OISHh6f6IiIiIiJSlbW1NebPn4+NGzfi+vXrGmlTX18foiimCl8Bfq800nZmAu4l9bF7926MGTMGZmZmuH//PkxMTNK9Pjg4ON3l6sHBwTh58qRaxdySw/jFixdx5MgRNG3aVOU21OHp6Ymff/4ZpqamOdJfZoyMjNCjRw+cPHkSr169wuzZs+Hn54fWrVvD3t4eEydOxL1795Rqa924bTiy4XT2BiQCt076Yk7nZZDLtfehEGUszwbywMBAAEhzLEGhQoVSnkvPwoULYWZmlvJlb2+v1XESERER0fdr2LBhqFq1KoYNG6aRwJI8G/3lsvWo8GgIkuwdHZaVuJh4nDxxEm5ubjA0NISvry8sLS0zvD4kJCTdQO7l5QW5XI7OnTur1H90dDTatWuHy5cv49ixY2jSpInKr0Edz58/x82bN3N8uboy7OzsMGnSJNy/fx83b95E586dsXXrVlSqVAnVqlXDypUr8enTp3TvvXLoJg6uPq6RcYgKEdeP3sbBVZppj1STZwO5uqZOnYqwsLCUr9evX+f2kIiIiIjoGyWVSrFu3Tr4+vpi7dq12W4vOZDHx/9/ibBUKkm3CrpGCcDPP/8MHR0dXLt2Lcvl5sHBwekuWffw8EDjxo1hbW2tdNfR0dFo27Ytrly5gmPHjqFRo0YqDl59np6eMDY2xs8//5xjfapKEATUqFEDq1atwrt373DgwAE4ODhg4sSJsLW1Rbt27eDl5ZXyIU5ESCSWD1qn8Q9x/prqjrfP3mu0Tcpang3kyX/JP3z4kOrxDx8+ZPo/AH19fZiamqb6IiIiIiJSV61atTBkyBBMnz4d799nL7CkN0NuYVcA0HIejxdjIULE2bNnUalSpSyvT2+G/P3795DJZCotV4+KikKbNm1w/fp1HD9+HA0bNlR57Nnh4eGBdu3awdjYOEf7VZeenh46dOiA/fv34927d/jjjz/w/v17dOrUCTY2Nhg+fDg2zNiK8OBIiArN/qERFQrsXXJYo21S1vJsIC9WrBisra1x9uzZlMfCw8Nx/fp11KlTJxdHRkREREQ/mgULFkBfXx8TJkzIVjvpBfLS1Ytnq82siFAgDMHw8vKCk5OTUvekF8j37NkDHR0dpc/yTg7jN27cwPHjx9GgQQOVx54dDx8+xL1797J1PFtusrS0xMiRI3Hz5k08ePAAgwcPxqGDh3DozxNaOdNcnqjAqR3nERUWpfG2KWO5GsgjIyPh6+sLX19fAEmF3Hx9ffHq1SsIgoCxY8di3rx5OHz4MO7du4fevXvD1tYWHTp0yM1hExEREdEPJn/+/FiyZAl27doFb29vtdtJd4bctkDSLLm2iAKadmyk0s/Q6S1Z3717N1q1apXu3vKvRUZGonXr1rh16xZOnDih9AcBmuTp6QkzMzO0bNkyx/vWtPLly+P333/HmQMyGAhGEKCdmgMJsQm4cdxXK21T+nI1kN+6dQtVq1ZF1apVAQDjx49H1apVMWPGDADApEmTMGrUKAwePBg1a9ZEZGQkTpw4AQMDg9wcNhERERH9gHr37g0nJycMHz481R5wVaQXyAVBQJvBzSHRUmE3QSLg1z+Vn9kXRTHNDHlAQACuX7+u1HL15DB++/ZtnDhxAvXr11dr3NkhiiI8PDzg4uKS7rFu36pnd15A0GL9P6muFE99nmuvA0ojVwN5o0aNIIpimq9t27YBSPqf05w5cxAYGIjY2FicOXMGpUuXzs0hExEREdEPShAErF27Fs+fP8eyZcvUaiO9QA4AzgObaqXSugIKVGxcGgWss57VThYdHY2EhIRUgdzDwwNGRkZo165dpvdGRETA2dkZvr6+OHnyJOrVq6f22LPj7t27ePLkyTe7XD0j/959AYmOVGvtyxPkeH73hdbap7Ty7B5yIiIiIqK8pmLFihg3bhzmzp2LgIAAle/PKJBb2ORHrxldND77KUgALz93vHv3Tul7goODASDVkvXdu3dnWRwtOYz7+fnh1KlTqFu3rvoDzyYPDw9YWFjk2PFqOSU6Ikbjxdy+FhHMPeQ5iYGciIiIiEgFM2bMgIWFBcaMGaPyvXp6egDSBnIA6Dq5PYpXKgqpjuZ+RO//ew8o9BLRqVOndPtMT0hICACkzJA/ePAgy+Jo4eHhaNWqFe7du4dTp07hp59+yv7g1SSKIjw9PdGpUyfo6urm2ji0QSLVfnzLiT7o//huExERERGpIF++fFi5ciX++ecfHD6s2jFRGc2QA4COrg7mHZmKAjb5NRLKX+EpIkyC4OXlBR8fH4wePVqp+74O5B4eHjA3N0erVq3SvT45jD948ACnT59G7dq1sz327Lhx4wZevHjx3S1XB5JWUmhja0MyiVSCgkUttdY+pcVATkRERESkIhcXFzg7O2P06NGIilJ+iW9mgRwALO0ssPLyfBQubQtBjfXr4n8HmveY1hEtRjhh6NChuHLlCtatW4eNGzdi48aNae6JiojFjQuP4b7OG4sm74HH2huoVLg9ZIce4arMH567vdCxY8d0i6OFhYWhZcuWePjwIU6fPo1atWqpPGZN8/DwgLW1da5Udte2UtVLQJ4g12ofpauX0Gr7lJpObg+AiIiIiOhbIwgCVq9ejQoVKmD+/PlYsGCBUvdlFcgBwKqwBdbdXgz3uV7YOX8fIIoQhMzn0URRAUGQoFARK0zePgqVGpRHX7Eb8uXLh/Hjx2PevHkYNmwYRo4cCUdHR9SpUwcvnn7AwZ2XcfYfXyQkyJOWKosiFAoR1mblcNj9Jg5svw4Hg3Ywk9vi6YO3KFXBLqXP0NBQtGzZEk+ePMGZM2dQo0YNpd4DbZLL5fD09ESXLl0glWqv+FluKV9HuwWuFXKF1vug1DhDTkRERESkhhIlSmDatGlYunQp/P39lbpHmUAOALp6uijXphiuiCcQUzAMiUhIeU6qI4VUV5pqr2+0TiRGru2HrY9WolKD8gCSPjRYsGAB5s6di+nTp8PExAQ1a9ZEJ9fOWD1/P4Z1Wo3Th+4g4b8ZV4VcAcV/BcMEQQK5XAEAkAhSPPb9hFHd12LDoqOIjYlHaGgoWrRogadPn+aZMA4Aly5dwvv377/L5epA0oc11Zo5ameftwBYFyuIivXLar5tyhBnyImIiIiI1DRp0iTs3LkTw4cPh7e3d5bLzJOLjClTYG3o0KGIQRSMKgl4+OAmTh/yxlv/QAS++Ah5ohxv3r/Gys3LkWAQi/tP7qFw4cJp2hAEAdOnT4exsTHGjx+Pvr0HQifYEUc8bkGAADmUq9idHM4P7rqKa+f98fDjQTz79xnOnDmDatWqKdVGTvD09ETRokVztaictnUY1Rq3z9zTeLsCBLiMag2JhHO2OYmBnIiIiIhITQYGBvjzzz/RsmVL7Nq1C25ubpleLwgC9PX1swzkd+7cga+vL8qUKYMzZ87A3d0d5WuWQfmaZQAAPj4+GPRTLwg6Anxv+aYbxr80btw4SAU97Fnjh3wGBQCoVxhMVIh49/ozjBKr4YDX4jwVxhMTE7F3717069dPrf3334qf2lRH9eaV4Cu7D3miQiNtSqQS2JW0RpthLTTSHimPH38QEREREWVDixYt0KVLF/zyyy8IDQ3N8nplAvngwYMBAPHx8ahfvz66d++e8tyzZ89Qr149iKKIc+fOoXz58ln2KYoiPj83hYmhJdQN48kESGCoZ4p/tj2AQqGZQKgJ3t7eCAoK+m6XqycTBAG/bB4OPQM9SDRUcV0URUzeMRp6+t/XMXHfAgZyIiIiIqJsWr58OaKiovDbb79leW1WgfzevXu4desW7O3t8fLlS6xevTplxvfDhw+oWrUq4uPjcfDgQdStW1ep8Z075ofr5x5BVG6FepYUChH3b7/A0T03NNOgBnh6eqJUqVKoWrVqbg9F66wKW2Du4SmQ6EizF8qFpK9J20aiTA1WV88NDORERERERNlkZ2eHOXPmYO3atfDx8cn02qwCefLseHBwMIYMGYIqVaoAACIiIlChQgVERkZiy5YtaNOmjVJjkyfKsXHJMWhjFffWFacQGxOv+YZVFBcXh/3796Nr167f9XL1L1VuVAGLTv0GQ1NDtYq8SXUk0NXTwTT3sWjWs4EWRkjKYCAnIiIiItKAUaNGoWLFihg2bBjk8ozPis4skD969AjXrl2DhYUF9PX1MXfuXABJS9crVKiAz58/Y/Hixejbt6/S47p67hFCPkdqbHb8S9FRcbhwQvMFxlR16tQphIaGfvfL1b9WqUF5bPVfiTptk6rcS3WyjnfJ4b1MrVLYdG85Gnerp9UxUuYYyImIiIiINEBHRwdr167FzZs3sWnTpgyvyyyQDxw4EADw+fNnzJs3DxYWFpDL5ahatSpev36NCRMmYOLEiSqN68yh2xrba/w1QRBw6mDmKwJygqenJypWrIgKFSrk9lByXP5C5pjpNQF/XJyLBp3qpIRyQSJAR1cKnS+PyBOA6i0qY/7RafjjwhzYlbTJxZETwCrrREREREQaU69ePQwYMABTp05Fx44dUbBgwTTXGBjoITExFqIoplpe/fTpU1y+fBlGRkYoVaoUBg8eDFEU0bBhQzx8+BB9+vTBkiVLVB6T/91XKeeLa5ooinjy4B3kcgWk2jgbWwnR0dE4dOgQJk+enCv95wWCIKBivbKoWK8sxm0aiue+L/DU51+EfQqHQqGASQETlKzqgFLViiOfuXFuD5e+wEBORERERKRBv//+Ow4cOIBJkyZh27ZtEOWfgJiDEBNuAfF3cfNoFABviB8qQNQpCehWgWDQHIMHTweQFDBXr14NqVQKFxcXXL58Gc7Ozti2bZvKYwkOikBYSLRmX+BX4uMS8O7lZ9gXt9JqPxk5duwYIiMj0bVr11zpP68xNDZICeeU9zGQExERERFpkKWlJRYtWoTZM4ch8EkiCpr6ABC/+EqWCCQ+AhKfQYzxwObFCZj3hxnihNZwcnLC4MGDcfDgQdSqVQtHjx5VayxhwVEaeEVK9BMaBXvkTiD39PRE9erVUapUqVzpnyg7GMiJiIiIiDSsf3czdG9WDLo6yhwLlggAKGKng7+WF0SsKGLRwvHYtGkTSpcujStXrqhdOVwbhdzS7UdLS+KzEhERgSNHjmDOnDm50j9RdjGQExERERFpiCiKECOXAlGbYKAPlY4aSy68pifeRs/WCfjnsB3OnvODVCpVezym5oZq36sKE3OjHOnna4cPH0ZsbCy6dOmSK/0TZRerrBMRERERaUrUeiAqqcK6usdhSyQirCykOHegCPR0wtQeiiiK+BwaCF197Z7Lrasnhb2DpVb7yIiHhwfq1q2LokWL5kr/RNnFQE5EREREpAFi/F2IkSs00paOjgAJQiCG/QpRhXXnwcHB2Lt3LwYNGoRixYqhbNmyCPz8HCK0s6RcEIDiZWwg1VF/Fl9dISEhOHny5A939jh9X7hknYiIiIgom0QxAWLYRCTNd8k11KociD8PxP4DGLZL94r4+HhcuXIFp0+fxqlTp+Dj4wNRFFGuXDm0b98eLVq0gBBrgVWz/tHQmFITATRrV1UrbWflwIEDSExMRKdOnXKlfyJNYCAnIiIiIsquOG9A/kILDQsQI9cABm0hCAJEUYS/v39KAD9//jyioqJgaWmJ5s2bY/jw4WjevDkKFy6c0kJ8fCK2LD+DyPAYjY9OX18XTdpU0Xi7yvDw8ECjRo1gY2OTK/0TaQIDORERERGlSy5X4O2/H/HxTTASE+QwMNJD0TI2yG9lmttDy3PEqB1Imh1XaLplQB6AM8cXYtfepzh9+jTevn0LfX191K9fH7/99htatGiBypUrQyJJfzeqnp4O+o1pjtVzD2t4bED3IY1hnM9A4+1m5ePHj/D29sbatWtzvG8iTWIgJyIiIqIU8kQ5rp26h2M7LuP+jeeIj01Ic01+KxPUda6Mn3s7oVg521wYZd4iKiKBhJuAlvZpxyeIuHvjD/j42KBbt25o3rw5nJycYGSkfGVz5041ce74PTy48xIKefY/NJBKJXAobY3Ofetnuy11eHl5AQA6duyYK/0TaQoDOREREREBAG56P8DKibvxOTAMEqkkw+AW8ikCJ9yv4Oj2S6jZpDxGL+4OSxvznB1sXpL4ENoK4wCgqyNg5NAGmDDLS+02JBIJpizqgrFu6/H5U0S2QrlClEMiUeDXZd1ypZgbkLRcvXnz5rC0zJ3q7kSawirrRERERD+4+LgErJiwCzN6rUfwx3AAyDKwyf97/vb5RxjUcB4uHL6t9XHmWQlPAGjvaDFBAPSEF9lux6KgKZb+PQgFbcxSzjxXlUQiwCifHs4/2IgVqxepVAFeU96+fYuLFy+yujp9FxjIiYiIiH5g8XEJmNVnA055XgMAiArVApZcrkBsdBwWDt+K4+6XtTHEvE+MgdZ/rBY1U5CtkG1+rNk7Ei07VgeQtPRcGZL/rmvoXAk7Tk7BwiUzsWTJEsyZM0cj41LF3r17oauriw4dOuR430SaxiXrRERERD+wlRN3w/fyE5WDeCr/3bpqsgesbPOjRuPymhlcHiKKIsLDw/Hu3Tu8ffsWb9++Tfl1tbJ+6OUih1Srq7c192O7cT4DjJnpgiY/V8G+vy/hxvlHEEVAkADiFwsjpDoSyBMVgABUrV0cHfvUR/W6pQAAo0ePRlRUFKZNmwZjY2NMmDBBY+PLioeHB5ydnWFmZpZjfRJpCwM5ERER0Q/qyom78Pa6qbH2BEHAsrE7senCdOQzU77gWG6Lj4/H+/fv0wTtr8N3VFRUqvsKFCgAOzs7FDI31XIYByC11niTjjWKwbFGMWxYuxVzfv0D40b+Co+dh1CmVFkUtreDfTErlKpgi0o1isPGvkCa+6dOnYqoqChMnDgRRkZGGD58uMbH+LWAgABcv34du3fv1npfRDmBgZyIiIjoBxQXE4+VE3ennG2tCaJCRHhwJP5edAQjFnTRSJvZoVAo8Pnz5yyD9qdPn1LdZ2BgADs7O9ja2sLOzg7VqlWDnZ1dqsdsbGxgaGgIABAT30AMaqLF1yFBoqQ8tHW42A2fSyhQWET/cc0xcV43TF26D66urkrdO3fuXERFRWHEiBEwNjZGnz59tDTKJHv27IGRkRHatm2r1X6IcgoDOREREdEP6MLh2wgPjsr6QhUpFCJOelxFn8lttDpLHhUVlWXQfvfuHRIS/n9smyAIsLa2TgnVdevWTfl18n/t7Oxgbm4OQVCh6JnUDpBYAYpPWV+rDkGOMRO243XQE7i6uqJ9+/YarS4uk8nQpk0bhISEAADy58+v/NAEAcuXL0d0dDT69+8PQ0NDdOmivQ9jPDw80KZNGxgbG2utD6KcxEBORERE9AP65++LECRC9vaOZyAxPhHe+2+iXb+Gqt+bmIjAwMB092p/+Vh4eHiq+8zMzFJCdenSpdGoUaM0QbtQoULQ0dH8j79yuRz3npRHxWLntbR03QBV6/yKx57/YNCgQRgyZAgaN24MV1dXuLi4oFChQmq3/OLFCwQEBKBJkyYIDg4GoFogB5JC+dq1axEVFQU3NzcYGhpqZQb78ePH8PX1xYwZMzTeNlFuYSAnIiIi+sHERMXhqd8rrR2dLQgC7l5+kiqQi6KIkJCQLIP2hw8fUi2h19PTg62tbUqwrlChQpqgbWtrmyszpnFxcdi+fTsWLlyImKhXeOlTXAu9SCEx7oqhw37B0GG/IDAwEAcPHoSXlxdGjhyJ4cOHw8nJCZ06dULHjh1hZ2enUusymQyCIKBhw4a4eTOpnoCqgRwApFIptm3bhpiYGHTq1AlHjx5Fs2bNVG4nM56enjAxMYGzs7NG2yXKTQzkRERERD+Y5w/eaC2MA0nL1m+c80P37t1The/Y2NhU1xUsWDDVPu22bdumCtu2trawtLRUbfl4DoiJicHmzZuxaNEivH37Fp06dcK0afuhm/8WFBGLNXgiuQSQmEPINyrlEWtrawwdOhRDhw5FUFAQDh8+jH379uGXX37B6NGjUadOHXTq1Amurq4oWrRolj3IZDJUqVIF+fPnT1myXqBA2gJuytDR0cHu3bvRoUMHtG/fHidPnkT9+vXVautroiimtG1goK3d9EQ5j4GciIiI6Afz/kWQ1vtIjAE+BH5AkSJFUKdOnTRB28bGBnp6elofhyZFRkZiw4YNWLp0KT5+/IgePXpg6tSpKF8+6Zi3x4/1EP1WRIXSgI6OJmK5AoLpAgiS9I/3srS0RP/+/dG/f3+Ehobin3/+wb59+zBt2jT88ssvqFGjBlxdXdGpUyeULFkyzf2iKEImk6Xs+Q4JCYFUKoWJiYnaI9bT04OXlxd+/vlntG7dGmfPnkXNmjXVbi/ZvXv38OjRIyxbtizbbRHlJQzkRERERD+YxITEHOnn2LETMDD8tkJ3esLCwrBmzRosX74cYWFh6NOnD6ZMmZIq5MpkMnTs2BEVylnj7L5CkMvfZXs/uWAyHYJBY6WuNTc3R69evdCrVy9ERETg6NGj8PLywpw5czB16lRUrlw5JZyXK1cOAPD8+XO8efMGjRsn9RESEqJ6Qbt0GBoa4vDhw2jRogVatmyJc+fOoVKlStlq09PTEwUKFND4Mnii3CbJ7QEQERERUc7SN8iBkCwAunrf9txPcHAwZs6cCQcHB8yZMwddu3bFs2fP8Ndff6UK41u2bEGLFi1Qs2ZNHDl2FUs318CNOzFq9ioFoJs0M27cW60WTExM0K1bN+zduxefPn3Cvn37UL58eSxevBjly5dH+fLlMWPGDOzYsQMSiQROTk4pr1ed/ePpyZcvH44dOwYHBwc0b94cjx8/VrstURTh4eGBjh07fnOrKoiy8m3/X5KIiIiIVGZfSv2q3MqyKWIJqfTbnPv5+PEjli1bhrVr10Iul2Po0KGYMGECbG1tU12nUCgwdepULF68GEOGDMHq1atx8OBBTJ+xDEuW/I66jQtBjFgKIAGiKCKziefEREBHB4CuIwSzxRB0HDTyWoyNjeHq6gpXV1fExsbi9OnT2LdvH1atWoWwsDDo6+vj999/h6urq0YDOZA0a3/q1Ck0bNgQTZs2xcWLF1GsWLF0r42Lice/D9/i+f03CAoMg0KugLGpAYqVs0OU4jP+/fdfbNy4UWNjI8orGMiJiIiIfjBFy9hAKpVALldopX2JVIKy1R200rY2vX37FkuWLMHGjRshlUoxcuRIjBs3DgULFkxzbXR0NHr16oUDBw5g2bJlGDduHO7du4e+ffuiW7du+OWXSUlLvw3bATH7EfJ2LfKbRqbcL4pICegKhRSHToSiSt2lKFmuh9aK2BkYGKBt27Zo27Yt4uLiYGNjA3t7e2zatAm///47jIyMULBgQVy9ehW1a9eGRJL9D1QsLS1x5swZNGjQAE2bNsWFCxdQuHDhlOef3X+Nf7ZdhGz/LSTEJ0IQBEikEghCUnFAxX9/RuvbdocQboqE+MRvfuUF0Ze+zY8tiYiIiEhtevq6qFyvNCRamsFWyBWo0ai8VtrWhhcvXmDYsGEoXrw4/v77b0yaNAkvX77EwoUL0w3j79+/R8OGDXHy5EkcPHgQ48ePR0hICDp06IDSpUtj8+bNKaFakBSAYDwQnYaYoc8vpSDk3wzBdC5Wb8uPNTuKQrA4DNHSB8OnJmLjVt8cqyj/77//IiQkBIsXL0ZgYCDOnDkDc3NzvH//HnXr1kWRIkUwZswYXLhwAXK5PFt92djY4OzZs5DL5WjWrBk+fPiAqPAY/DFhF0a1WoKze28gIT6proEoipAnypGYIE8J4wCQT2KBJaN2YESLRXhy91W2xkOUlzCQExEREf2A2vZrkCrwaFI+M0PU/7mKVtrWpKdPn6J///4oVaoU9u3bh1mzZuHly5eYNWtWhkd/3b17F7Vq1cL79+9x8eJFtGvXDomJiejWrRvCw8Nx4MABGBkZpbonJiYGV69eRfWazSHoO0Ew6ooLN+1wXKYLQbcsdPWM0LVrV+zevTvb4VdZMpkMOjo6qFevHnR0dNC0aVMULFgQ/fr1w/nz5+Hq6govLy80bNgQdnZ2GDZsGM6ePYvERPUKAhYpUgRnz55FeHg4nBt3wMCGc3Fmz3UAUG6lhpj0QcXbgE8Y23YZDmySqTUOoryGgZyIiIjoBxMSEoJdRzYhKjEUIjQbygUBcBnUBHoGuhptV5MePHgANzc3lC1bFsePH8eiRYvw4sULTJ06Faamphned/ToUdSvXx9WVla4fv06qlatCgCYNm0avL29sWfPHjg4OKS57+rVq4iLi0OTJk1SHjM1NUV4eHjK793c3PD27VtcuHBBcy80EzKZDLVq1UK+fPlSHgsODkaBAgXQoEEDrFy5Eq9evcKVK1fQs2dPHD9+HM2aNYO1tTUGDhyIEydOID4+XqU+S5Ysie0bPWERVhkhnyKgUIgqj1shV0BUiNg4+wA8/zyl8v1EeQ0DOREREdEPIjExEWvXrkWpUqWwbds2NHArA4mQzbO5viCRSlC4pDU6j8ibR1PduXMHnTp1QsWKFXHx4kWsWrUKAQEBGD9+PIyNjTO8TxRFrFq1Cu3atUspTmZnZwcA2L17N5YsWYKlS5emCtxfkslksLCwQMWKFVMeMzU1RVhYWMrvf/rpJxQvXhzu7u4aerUZUygUOHfuXJrxhoSEpCrqJpFIUKdOHSxduhQBAQG4desWBg0ahPPnz8PZ2RmFChVCnz598M8//yA2NjbLfqPCY7B1xknoSvUhIPtL87f9fgTXTt3LdjtEuYmBnIiIiOgH4O3tjapVq2LkyJFo3749njx5gnnLp8NtfCuNtC9IBOjoSDH5zz55rujW9evX0bZtW1SrVg137tzBX3/9hWfPnmHEiBEwMDDI9N7ExESMHDkSY8aMwfjx4+Hl5ZUS3u/cuYMBAwagV69eGDNmTIZteHt7o3HjxqmKpJmZmaWaIRcEAT169MC+ffuUCrfZ8eDBAwQFBaWcPw4kvc6IiIgMl+oLgoDq1atj4cKFePLkCe7evYtRo0bh1q1baNeuHaysrNCjRw94eXkhOjo63TY2zjmA0KAIiGrMjKc7JomAPybsQkRIlEbaI8oNDORERERE37F///0XHTt2RNOmTWFmZoabN29i8+bNsLa2BgD0GOeMdv0aZKsPEQro6Egx6+8hKFGxcNY35JALFy6gRYsW+Omnn/Ds2TPs2LEDjx8/xoABA5Q6zzosLAxt2rTBhg0bsGHDBixZsgRSadKKgqCgILi4uKB8+fLYsGFDhsXYIiMjcePGjVThF0i7ZB1IWrYeFhaGY8eOqfmKlePt7Q09PT3UqVMn5bHQ0FAAUOrYM0EQUKlSJcyZMwcPHjzAw4cPMXnyZDx8+BCdOnWClZUVOnfuDA8PD0RERABIqqZ+yuOaWsvUMyIqRESGxWD3qpMaa5MopzGQExEREX2HIiIiMHXqVJQrVw43b97E7t27cfHiRVSvXj3VdYIgYOjcThg8qyN0dKUqnx0uCALiFFGQF3uJyvVKafIlqEUURZw+fRoNGjRAw4YN8eHDB+zZswf3799Hz549oaOj3Oz9ixcvUK9ePVy7dg0nTpzA4MGDU55LTExEly5dEB0djQMHDsDQ0DDDdi5duoTExMQ0y8OTA7ko/j+gli1bFtWqVdP6snWZTIY6deqkGndISAgA5QL518qVK4fp06fD19cXT58+xYwZM/DixQt0794dVlZWaN++Pf6YvlUrVf0VcgVO7LqK2BjV9rMT5RUM5ERERETfEYVCgW3btqF06dJYuXIlpk2bhsePH6Nbt24ZzuIKggCXQY2x7uw0ONYpCQCZhidBEAAB0DPQRecRzTBunSuOyQ7gjz/+0MprUoYoijhy5Ajq1KmDFi1aICYmBocOHcKdO3fQuXPnlJltZVy7dg21a9dGdHQ0rl69imbNUu+JnzhxIi5evIh9+/bB3t4+07ZkMhmsra1RpkyZVI+bmppCoVCkWd7t5uaGI0eOpARkTZPL5Th//nyaGfvg4GAA6gXyL5UsWRKTJ0/GzZs3ERAQgAULFuDThyA8vRmotar+MVFxuHLsrlbaJtI2BnIiIiKi78TVq1dRu3Zt9OvXD40aNcKjR48wc+bMNMdwZaRwiYJY6DkKm85PR4eBjVCiYmHo6KYOssamhqjiVBoj5nXGLt/56De1Hdp1aIuJEydiypQpuHbtmjZeWoYUCgW8vLxQrVo1tG3bFjo6Ojhx4gRu3LiBdu3apdq3rQxPT080atQIpUqVwvXr11GuXLlUz2/fvh0rVqzAihUr0KBB1kv9vb290aRJkzQfhiRXc/+ysBsAdOvWDQkJCfDy8lJp3Mq6e/cuQkND0wTy7MyQZ8TBwQHjx4/H5jU7IRW0V1dAqiOB/+0ArbVPpE15q+IGEREREanszZs3mDJlCtzd3VGtWjVcvHgR9evXV7u9wiULYdAMFwBAYoIcnV26ITY6Frv37IKZRb50Z9rnz5+Pixcvolu3brhz545Gg116EhMTsWfPHsyfPx8PHz5EkyZNIJPJ0LBhwwxXAmRGFEUsWLAA06dPR48ePbB58+Y0Bd9u3bqFwYMHo3///hg+fHiWbYaGhuL27dsYMmRImufMzMwAAOHh4bC1tU153NbWFk2aNIG7uzsGDhyo8uvIikwmg6GhIWrXrp3q8eRAnlFRt+x4fv8NBAEQNbd9PBV5ogKP7rzUTuNEWsYZciIiIqJvVExMDObOnYsyZcrg9OnT2Lx5M27evJmtMP41HV0pEoVY6JlIYG5pkmHY1dXVhYeHB8LDw9GvX79Ue6M1KSEhAVu3bkW5cuXg5uYGBwcHXL58GWfPnkWjRo3UCuNxcXHo27cvpk+fjtmzZ2Pnzp1pwviHDx/g4uKCKlWqYM2aNUr1c+HCBSgUinSPQ0ueIf+6sBuQtGz9/PnzePPmjcqvJSsymQz16tWDvr5+qsdDQkKgo6OT6fFv6goKDINEhS0D6vj8PlSr7RNpCwM5ERER0TdGFEXs3bsXZcuWxdy5czFixAg8ffoU/fv3V3mJtjISEhKUqkpetGhRbN26FYcOHcKqVas0Ooa4uDisX78epUqVQv/+/eHo6Ihbt27h6NGjqFu3rtrtBgUFoXnz5vDw8IC7uztmzJiRJmwnJCSgc+fOSExMhJeXV5ZHpSWTyWQoWrQoihUrlua5zAJ5x44doaenh927d6vxijKWmJiICxcupFmuDvz/DHJ1PtDIikKugBaaTd2HBqu3E+UkBnIiIiKib8idO3fQsGFDdOnSBVWqVMGDBw+wePHilICnDfHx8UoFcgBo3749xo4di4kTJ+LmzZvZ7js6OhorV65E8eLFMXz4cNSpUwd+fn7Yv39/morxqnr8+DF++ukn+Pv7w9vbGz169Ej3unHjxuHatWvw8vKCnZ2d0u0nnz+eXsjNLJCbmZmhbdu2Gq+27uPjg4iIiHQDeXBwsNa2GRibGmg9MBvlU+5DEqK8hoGciIiISINEUURCfALkiXKNtvvx40cMGjQI1atXx+fPn3Hq1CkcOnQIpUpp/6ix+Ph46OrqKn39okWLUKVKFXTt2jVN0TJlRUREYNGiRXBwcMAvv/yC5s2bw9/fH7t374ajo6NabX5JJpPhp59+gp6eHq5fv4569eqle93mzZuxZs0a/PnnnyrNxAcFBcHPzy/d5eoAYGJiAiBtUbdkPXv2xN27d/HgwQOl+8yKTCaDsbExatSokea55BlybShWzk5rFdYBQCIVUKpS5tXuifIqFnUjIiIiygZRFHH/0iOc87wM/+tPEXDvFRLjEwEAxmZGKFOzBCrULYvmfRrCplghlduPj4/H6tWrMWfOHEilUqxatQpDhw5V+jxtTVBlhhwA9PT04OnpiapVq2LgwIHYs2eP0kuhQ0NDsWrVKqxYsQKRkZHo168fJk+ejOLFi6s7/DS2bNmCIUOGoHHjxtizZw/Mzc3Tve7atWsYPnw4hgwZkuoccmWcO3cOANKdjQaS9twbGRmlO0MOAM7OzsifPz/c3d2xYMEClfrOiEwmg5OTU7ofroSEhGiloBsA7YdlEShVqYh2+yDSEs6QExEREanp4v7rGFBhLMY3nIGjG8/gqc+/KWEcAKLConH77D24z/dC75IjMdV5Pl4+fK1U28nnalesWBGTJ09G79698fTpU4wcOTJHwzigeiAHgGLFimHz5s3Yt28f1q1bl+X1QUFB+PXXX1G0aFEsXLgQPXv2xPPnz7FhwwaNhXGFQoEpU6ZgwIABGDBgAI4ePZphGH///j1cXV1Rs2ZNtfbDy2QylCpVCoULF87wGlNT0wwDuZ6eHjp37oxdu3ZBocj+7HJ8fDwuXbqU4Yy9NmfI81uZomx1B0gk2tlIrhBF1HWupJW2ibSNgZyIiIhIReHBEZjXdTnmdFqKN4/fA0DGS9TFpKJWEIHbZ/wwpMpEeCw6mGnI8vf3h7OzM9q2bYsiRYrA19cXq1evhoWFhTZeThoBD99iz5rTmD9kMwY1mAuroJp4dVrAzD7r4b78GO5ff6ZUFXVXV1eMGDEC48aNw507d9K9JjAwEBMmTEDRokWxcuVKDB48GAEBAVi1ahXs7TU3sxodHY3OnTtj8eLFWLZsGdatW5fhMvy4uDi4uroCAPbt26fyhxHA//ePZyazQA4kVVt/+fIlrly5onL/X7t58yaio6MzHJM2AzkAtO/XUCv7yCVSCao3KAtbByuNt02UE7hknYiIiEgFn9+HYELjmXj3/AMAqHS8V/I+2s1T3RFw7yUm/T0S0i+OgwoJCcGsWbOwZs0aODg44ODBg2jXrp1WKl9/TRRFXD3phz1/nsbjOy9TZjMVChE6MEBCJHDT+yFuyfyxc9lx2BUviI5DmqBl9zqQSjOe41m6dCmuXLmCLl26wMfHJ6WY2evXr7F48WJs2rQJ+vr6GDduHMaOHQtLS0uNv7b379+jXbt2ePjwYcp7mpnRo0fDx8cHFy5cgLW1tVr9PXr0CLNmzcr0uqwCef369WFvbw93d/dsH2Xn7e0NMzMzVK1aNd3ntVnUDQDqta6MwiUK4t2LT1DINRfMFQoFeoxrpbH2iHIaZ8iJiIiIlBQVHo2JTWbh/b8fsl2kSrb7ElaN+AtA0nFU69atQ6lSpbBlyxYsWLAADx48QPv27XMkjIcGRWDeoM2YO+AvPL37CkBSEP96RlNUiCmv+23AR6ye7IEJHf7A238/Zti2gYEB9uzZgw8fPmDIkCF4/vw5Bg8ejBIlSmDXrl349ddf8fLlS8ybN08rYfzu3buoXbs23r17h4sXL2YZxjds2ICNGzdi/fr1qF27tlp9ymQyAECjRo0yvc7U1DTToncSiQQ9evTAnj17EB8fr9ZYvhxTgwYNUn0A9CVtz5Dr6ulg4qre0OTx9IJEQMdBjVG+hubqCxDlNAZyIiIiIiVtnLgDb5++hzwx+3t6RRE4tvEM1s/djGrVqmHEiBFo164dnj59ikmTJkFfX18DI87am+cfMaLF77h26h4AFc5z/u+yp3dfYUSLRbh37VmGl5YsWRKzZs2Ch4cHSpUqhUOHDmHevHl48eIFfvvttwz3cWfX0aNHUb9+fVhaWuLGjRuoVq1aptdfvnwZo0aNwsiRI9GvXz+1+5XJZKhQoQIKFcq8iJ+ZmVmmM+RA0rL14OBgnDx5Uu3xxMbG4sqVKxkuV09ISEBUVJTWirolK125CAZOb6+RtiRSCUpVskfviT9rpD2i3MJATkRERKQEX9l9HNt0RsP7YEXsnnEIJoamuHHjBrZs2aLWEml1fXgTjIkdVyA0KFLtGX+5XIH4uARM77EWj26/SPP8vXv30K1bN0yYMAFGRkbQ0dHB4cOHMWnSpJSjvzRNFEWsWrUK7dq1Q9OmTXHx4sUszw9/+/YtXF1dUadOHSxfvjxb/SuzfxzIesk6ADg6OsLR0TFbZ5Jfu3YNcXFxmRZ0A6DVGfJkHQc3Qd8pbQAkzXCrQ5AIKOlYGPPdh0PfUPX9/UR5CQM5ERERkRJ2LdgPSSZ7pdUjQE+ij/Hdp6R7NrQ2KRQKLBqxDeEhUdlefi8qRCQkJGL+4M2IiYoDAPj4+KBDhw6oVKkSrl27hnXr1uHt27coV64c+vTpg8jISE28jDQSExMxcuRIjBkzBuPHj4eXlxeMjY0zvSc2NhYdO3aEnp4e9u7dq9KZ6197+fIl/v333wzD75eUCeRA0iz54cOHERERodaYZDIZLCwsMjy/PScDOQB0HdkCMzYPhIm5kUp/pyRSCSAALgMbYfHe0chnZqTFURLlDBZ1IyIiIsrCm6fvcefsPa21f3D1cbiMbg2JJOfmSv7ZegH+twI01p6oEBH8IQzzR67H7Q8ncfz4cZQqVQpbt26Fm5tbSsjds2cPqlevjuHDh+Pvv/9O2SP/8uFrnPO8gkc3nuKpz7+IjogBBAFmlqYoV7skyv1UBk161IeFTcahMTw8HF27dsXp06exYcMGpc4OF0URw4YNg5+fHy5duoSCBQtm632QyWQQBAENGzbM8lplA3n37t0xZcoUHDhwAL1791ZrTA0bNszwz1dwcDCAnAvkAFCnZSVUrFUCu1edxPFdVxEbFQepjiTNdhCJVEg6qUAUUdWpDNzGtUK56sVybJxE2sZATkRERJSF60d8IEgEiFo4tgkiEBjwEW+evEeRspkvq9aU+LgEuC8/rvF2FQoRt04+wXvzQOzatQtdunRJU0SsTJkyWL9+PXr16oXGjRujRsmfsHX6bty76A+JjgSiXExVuT7ozWdcfheMywdu4K8pO1HfpRb6L+gBu5I2qdp9+fIl2rRpg9evX+PEiRNo1qyZUmNes2YNtm3bhu3bt6N69erZfg9kMhmqVKmi1H7srIq6JStSpAgaNGgAd3d3lQN5dHQ0rl27luky/JyeIU9mkt8Yg2d2RO+JP+PKcT/43w7Ao9sv8DkwDAqFCKN8BihVyR6lKhVBXedKPNqMvksM5ERERERZeOLzHIIgQIQWAvl/nvr8m2OB/Mrxu4gIjdZK2xKJBBP6z0X37hkX2+rZsyfOnvbG0sFrYCs/lrJsWZFBsbz/79sXcfngDVz95xYGLeqFDqOcIQgCrl+/jnbt2sHY2BhXr15FuXLllBrr+fPnMW7cOIwbNw69evVS6XWmRxRFeHt7o0uXLkpdn1zUTRTFLKvpu7m5YdiwYQgMDFSpzsDly5eRkJCQ6Z725ECu7aJuGTEw0kcT15po4lozV/onyk3cQ05ERESUhee+L7K9zzozUl0pXtx/pbX2v3b+8O2Uc8Y1TRQB2YFbmV4TFRYFI38r2MgdAECl91aeqEBCXCLWjt2KZQPXwcPDE40aNUKpUqVw/fp1pcP4q1ev0LlzZzRo0ACLFy9Wuv/MPH/+HG/evFFq/ziQNEOuUCgQHZ31hyOdOnWCVCqFp6enSmOSyWQoWLAgypcvn+E1ISEh0NPTg6GhoUptE1H2cYaciIiIKAsxkbFabV8hl+PiuUsI/+MjjI2NU76MjIwy/H12Co89uv1Cw9XiU3v/MgjRkbEwymeQ5rn4uARMa70Az+68gIDsfShwcqsMr7c8Q8ceHbF582YYGKTtLz0xMTFwcXGBkZERPD09oaOjmR+Jvb29IZVK4eTkpNT1pqamAJL2vmdVeK5AgQJo3bo13N3dMWbMGKXHJJPJ0Lhx40xn4JPPIM+JM++JKDUGciIiIqIsSHWkWV+UDQqFAr5+vth3bweio6NT7aHOiK6ubqaBPaPf6wj6CP2kXrVupYlAgP87VKhZPM1T7nP3wf/aU6VeozLshZIY1mm00mFcFEUMHjwY/v7+uHLlCiwtLTUyDiAp/NaoUSMlaGfly0BuY2OTxdVJy9a7dOmCJ0+eoHTp0lleHxERgZs3b6Jv376ZXhccHJzj+8eJKAkDOREREVEWbEoUQmDAB2goQ6YhkUgxc+FvcBndGqIoIjY2FlFRUSlf0dHRKv8+JCQk3ecRr4uGhVSv1K2qqPCYNI89uxOA3b8f0FgYBwBBEPDH4A2o3KgCTPLny/L6lStXYufOndi9ezeqVKmisXGIogiZTIZ+/fopfU9yIFemsBsAtGnTBiYmJnB3d8fs2bOzvP7SpUuQy+VZnomePENORDmPgZyIiIgoC2VrlsRd2QPIE+VaaV9UiChVPWk2WRAEGBoawtDQUKOzt8nev/yE/nXnaLzdr0nTOV9698L9Gi+OJ4oiIkIicWKzNzpPaJfptWfPnsWECRMwceJEdOvWTWNjAAB/f398+PBB6f3jQFJRNwBKHX0GAIaGhnB1dYW7uztmzZqV5RJzb29v2NraolSpUpleFxISkmsF3Yh+dAzkeZi/v79S10liYlDlv1/7+vpCoWRBDktLSxQpUkS9wREREf1AKjqVw64F+7XWvp6BLkpWzZmzlfNbmSaFYm1N9//H3NIk1e8/vw/BpQM3tFIcT1SIOPjncbiOb5PhWdsBAQHo2rUrmjZtioULF2p8DN7e3tDV1UW9evWUvufLJevKcnNzw7Zt23Djxg3Url0702uV2T8OJAXyokWLKj0GItIcBvI8SB4ZAggCevbsqdT1RgCi/vt1vfr1oewhJgaGRnj8yJ+hnIiIKAvVmjnCsrAFgt581njbUh0JmvduBAMjfY23nR4DI33YOFjiXcAnrfWhoytF0TKp90RfP3pbq5XqP74KQsC9VyhR2SHNc9HR0XBxcYGZmRl2796d5mx0TZDJZPjpp59gZGSk9D0mJkkfWqgSyBs3bgwbGxu4u7tnGshDQ0Nx584dDBs2LMs2Q0JCNLp8n4iUx0CeByniIgFRhEWbX6BrYZ/l9YYJccCuyQCAQj0WIUY363/QEz6/xucjyxAUFMRATkRElAWpVIqOo1tj0+SdGp9ZlssVaD+ipUbbzIrjTyXx4dVnyLUQkAWJgBKO9tDRTR16n/o8h1RXCnmCdpb9J/Xxb5pALooiBgwYgGfPnuHq1ataWZqtUChw7tw5jBw5UqX7dHV1YWhoqFIgl0ql6NatG9zd3bF8+fIMK8RfuHABCoVCqSX0LOpGlHsYyPMwXQt76FuXzPI6/fj/H8WiX6gEFHrKVRklIiIi5bUf5YzjW7zx9ul7jc30ChIBLqNao5hjzi4Xbt71J5zcfVUrbYsKEc5uddM8/uxOgFbDuFRXin/9XqZ5fOnSpfDw8MC+ffvg6Oiolb79/PwQHBys0v7xZKampkoXdUvWs2dP/PHHHzhz5gxatWqV7jUymQxFixZFsWJZb4VgUTei3JP+JhsiIiIiSkVPXxdTdoyCIEAj5zVLdSQoVNQK/eZ318DoVFO+RjEULWMDiUTz504b5TNAw/bV0zwenU7VdY0S054Xf/LkSUyZMgXTpk2Dq6ur1rr29vaGgYEBfvrpJ5XvNTMzU2mGHACqVq2KsmXLwt3dPdMxZVVdHQDi4uIQExPDom5EuYSBnIiIiEhJpauXwK+7xwECkJ1MLtGRwNTCBItPz8ixveNfEgQBw+d1hkKh+cJuA2d0gIGhXprHpbraPcsdQurK7s+ePUO3bt3QqlUrzJmj3aryMpkM9erVg76+6t9LU1NTlQO5IAhwc3PDgQMHko6y+0pQUBD8/PyUCuQhISEAwBlyolzCQE5ERESkAifXnzD30GQYmhhCoqP6j1KCIMC+tC1WXV0Am+KFtDBC5VSqWwpt+zaAoKFZcolUgsr1SqNVj7TL1QGgUFErjfWVHlEhwqpI0jFxkZGR6NChA6ysrODu7q6VIm7JEhMTcf78eaXCb3rUCeQA0KNHD0RFReHw4cNpnjt//jwAMJATfQMYyImIiIhUVPvn6tjivxK1WlUFkLT8PCsSiQCJVAK36a5Yd3sxrB0KanuYWRo4owMq1SmV7aAskUpgU9QS09b3z3A5f5maJTWy1D8jCrkCpasXhyiK6Nu3L169eoVDhw7B3Nxca30CwO3btxEREaHW/nFAvT3kAFC8eHHUqVMn3WXrMpkMJUuWhL191sWBg4ODATCQE+UWBnIiIiIiNVjY5Mfcw1Ow5ubvSceWGWe8XNnCrgB6zugM95fr0Gd2V+jq6ebgSDOmp6+L2X8PQa1mFdRvRACKlbPF0oNjYVrAOMPLKtQro9VjzyRSCcrULImFCxfCy8sLO3bsQLly5bTWXzJvb28YGxujRo0aat2v7gw5kHQm+cmTJxEUFJTq8eTzx5XBGXKi3MUq60RERETZULp6Cfzy1zCM2zgE754F4rnvC0SGRkEilaCAtTlKVS+OAtZ5N+zoG+ph5pbBOOVxDetn7ENcbAJEJfaWS/7br+02zhldRjZPc8zZ1yo3qoCCRa3w8aXmzz+X6khQz6UWLl67gOnTp2PmzJlo3769xvtJj0wmQ4MGDaCrq96HLOoUdUvWpUsXjBkzBnv27MHw4cMBAB8+fMDDhw8xffp0pdpgICfKXQzkRERERBogkUhQuLQtCpe2ze2hqEwQBLTsXge1mlXACfcr+GfbRYR8SgqJycXYBADyRDlEEUhUxKN938boOKgpbB2slOpDIpGg4+jW2DBhu+bPck9UoHp7R3Tv0Rlt27bFjBkzNNp+RuLj43Hp0iXMmjVL7TayM0NuZWWFli1bwt3dPSWQy2QyAECjRo2UaiMkJAQGBgYwNDRUawxElD0M5EREREQEAMhvZYruY1uhy6gWePX4PZ7ee43XTwMRF5sAXV0pbBysYGatj4at6qBv+QZKh/FkbYe3xNFNZzR6lrtEKkFdl5qYMG8sbG1tsWPHDkgkObMr88aNG4iOjlZ7/ziQvUAOJC1bd3NzQ0BAAIoVKwaZTIayZcvCxsZGqft5BjlR7mIgJyIiIqJUpFIJipW3Q7Hyduk+X6t2Tezfvx9ubm4qtZt8lvuon6YlTblnc6JcIpXAJL8xbkdewtu3b3Hz5k2Ymppmr1EVeHt7w9zcHFWqVFG7jeRALoqiWkXv2rdvD2NjY+zatQu//vorZDIZmjVrpvT9wcHBDOREuYhF3YiIiIhIJR07dsTx48cRHR2t8r2lq5fA1J2jIUDIVtV1iVQCfSM9FHMtiH9OHMauXbtQunRptdtTh0wmQ8OGDbN1rJqpqSnkcrla7yUAGBsbo0OHDnB3d8ebN2/w9OlTlWbsOUNOlLsYyImIiIhIJS4uLoiJicHJkyfVur9R13qYse8X6BnqKXVk3NckkqSCee1nN8XS9Yswd+5c/Pzzz2qNRV0xMTG4cuWK2uePJzMzMwOAbC9b9/f3x7Zt2wAov38cSArkBQoUULtvIsoeBnIiIiIiUkmpUqXg6OgILy8vtduo71IbWx7+gUoNk45cE5VYv54c3lsPaopJB4Zh7G+j4OrqimnTpqk9DnVdvXoV8fHx2do/DiBliX12Annz5s1hZWUFT09PODo6wtLSUul7OUNOlLvydCCfNWsWBEFI9VW2bNncHhYRERHRD69jx474559/EB8fr3YbBYtYYdGp3zDefTA+iG8gSP6/hF0ilaQcrQYAhvkM0HZoS/x1fzn6LOyCrj26wMHBAdu2bcvW0nd1eXt7w9LSEhUqZOMMd2gmkOvo6KBr167w9/dXaXYcYCAnym15vqhbhQoVcObMmZTf6+jk+SETERERffc6duyI2bNnw9vbG61atVK7HUEQcO3RJbwy9cfll6fw/tmnpLPcQyIhCALMC5mhdPXiKFzGFlKpFHK5HO3atcOnT59w69Yt5MuXT4OvSnkymQyNGzfOdkX35EAeFhaWrXaaNGmCP//8U6XZcYBF3YhyW55Ptzo6OrC2ts7tYRARERHRFxwdHVGiRAns378/W4FcFEXs2LEDnTp1gqm5KUxrmKJMjRIZXj9z5kycOHECx44dQ4kSGV+nTZGRkbhx4wZWrVqV7bY0MUMOJM10A8Djx49Vvo+BnCj35Okl6wDw9OlT2Nraonjx4nBzc8OrV68yvT4uLg7h4eGpvoiIiIhIswRBQMeOHXHw4EHI5XK127l8+TICAgLQu3fvLK/18vLC/PnzsXDhQrRs2VLtPrPr0qVLSExMzPb+cUBzgfzcuXOwtrbGkSNHEBsbq9Q9MTExiIuLY1E3olyUpwN57dq1sW3bNpw4cQLr1q1DQEAAnJycEBERkeE9CxcuhJmZWcqXvb19Do6YiIiI6MfRsWNHfPr0CZcvX1a7jR07dqBIkSJwcnLK9Lr79++jT58+6Nq1KyZOnKh2f5rg7e0NW1tbjRyzpqurC0NDw2wFclEUIZPJ4OzsjPDwcBw5ckSp+5Jn1TlDTpR78nQgd3Z2RufOnVGpUiW0bNkSx44dQ2hoKPbs2ZPhPVOnTkVYWFjK1+vXr3NwxEREREQ/jlq1asHOzg779+9X6/7Y2Fh4enqiV69eme7FDg4ORvv27VGyZEls3rw5V4q4fSl5/7imxmFqapqtQP78+XO8efMGrq6uqF69Otzd3ZW6j4GcKPfl6UD+NXNzc5QuXRrPnj3L8Bp9fX2Ympqm+iIiIiIizZNIJHBxccH+/fshilkfW/a1I0eOICwsDL169crwGrlcju7duyM0NBQHDhyAsbFxdoacbaGhobh9+7ZGlqsnMzU1zVZRN29vb0ilUjg5OcHNzQ3Hjh1LCduZCQ4OBsBATpSbvqlAHhkZiefPn8PGxia3h0JERERESFq2/vr1a/j4+Kh87/bt21GrVi2UKVMmw2umTZuGM2fOYM+ePShWrFh2hqoRFy5cgEKhQOPGjTXWZnZnyGUyGapXrw5TU1N069YNiYmJ2LdvX5b3cYacKPfl6UA+YcIEnD9/Hi9evMCVK1fg4uICqVSK7t275/bQiIiIiAiAk5MTLCwsVF62/unTJxw/fjzT2XEPDw8sXrwYS5cuRdOmTbM7VI3w9vaGg4ODRj8cMDMzUzuQJ+8fT/6AwMbGBk2bNlVq2ToDOVHuy9OB/M2bN+jevTvKlCmDLl26wMLCAteuXYOVlVVuD42IiIiIkHREbfv27eHl5aXSsnUPDw8AQLdu3dJ9/u7du+jfvz969uyJsWPHamKoGvFl+NWU7MyQP3r0CB8+fEi1hN7NzQ3nz5/PspZSSEgIjIyMoK+vr1bfRJR9eTqQe3h44N27d4iLi8ObN2/g4eGRa+dNEhEREVH6OnbsiCdPnsDf31/pe7Zv346ff/4ZlpaWaZ4LCgpChw4dUK5cOWzcuDHXi7gl+/TpE/z8/DS6fxzIXiCXyWTQ1dVFvXr1Uh5zcXGBgYEBdu/enem9PIOcKPfl6UBORERERHlf06ZNYWJiovSydX9/f9y6dSvd5eqJiYno2rUroqKicODAARgaGmp6uGo7f/48AGhlhlzdom4ymQy1atVKVezO1NQU7dq1y3LZenBwMAM5US5jICciIiKibDEwMMDPP/+sdCDfsWMHzM3N0aZNmzTPTZo0CefPn8fevXtRpEgRTQ81W7y9vVG6dGnY2dlptF11Z8gVCkWGS+jd3Nzg5+eH+/fvZ3g/Z8iJch8DORERERFlW8eOHXHnzh0EBARkep1CocDOnTvRtWvXNHuXd+7ciT/++AMrVqxAw4YNtTlctXh7e2t8dhxQv6jb/fv38fnz53TH1KpVKxQoUCDTWfKQkBAUKFBA5X6JSHMYyImIiIgo25ydnaGvr48DBw5kel1ysbHevXunetzHxweDBg1C3759MWLECG0OVS3v3r3D48ePNb5/HPj/DLmqZ7nLZDLo6+ujTp06aZ7T09ND586dsWvXLigUinTv5ww5Ue5jICciIiKibMuXLx9atmyZ5bL1HTt2oESJEqlC5MePH+Hi4gJHR0esW7cuzxRx+5JMJgMANGrUSONtm5qaQi6XIyYmRuUx1alTJ8N99m5ubnj16hUuX76c7vMM5ES5Tye3B0BERERE34c2rdpizoiFmNlpEQLuvkbQ22Ao5AroG+qhmGMRlKjqgBMeZzB4Uv+U0J2QkIDOnTsjPj4e+/fvh4GBQS6/ivTJZDJUrFgRBQsW1HjbpqamAICwsDAYGRkpdY9cLsf58+cxbty4DK+pV68eihQpAnd3dzg5OaV5nkXdiHIfZ8iJiIiIKFvCgsKxavgmHPjFG2VQFVcP3sL75x+QEJsAeYIc0eExeHD5Mf5ZdwoVYmvj2Y6P8N51EaIo4pdffsHVq1fh5eWFwoUL5/ZLyZC29o8D/w/kquwjv3v3LkJDQzMdk0QiQY8ePbB3717Ex8enek4URc6QE+UBDOREREREpLbLB2+gX9kxOLrpDBJiEyBAgJj+lmWI8qQ90h9ffMLCnqvQt9pIbFi9EatXr051jnZe8+LFCwQEBGhl/ziQVNQNUC2Qe3t7w9DQELVq1cr0Ojc3NwQHB+PEiROpHo+OjkZCQgKLuhHlMgZyIiIiIlLL3qWHMavjEkSGREEhzyCFpyO5dtmbu4FobNwObZq209IINUMmk0EQBK1Vfldnhlwmk6FevXppKtV/rWLFiqhUqVKaaushISEAwBlyolzGPeREREREpLJ/1p/Cxkk7AEDl6uDJJJBAjBPwS6OZWHNzESxs8mY4lMlkqFq1qtbCq6qBPDExERcvXsTUqVOVut7NzQ0LZizE3hWH8frBO/zr9wIhn0JRG81wfNEFBN+OhqNTOTg6lcuTBfWIvmcM5ERERESkkhcPXmPN6C0aaUshVyD0YxiWDVyH+Uem5rlAKIoivL290a1bN6318WVRN2X4+PggIiJCqT3tD689wccz0agR3xQbx++AVEcKeaIcAGAimOPRped4fPlfKOQK2Ja0RscxP6PNkOaQ6kjVf0FEpDQuWSciIiIipSkUCizqvVrtWfH0yBMVuHn8Ds66X9RYm5ry7NkzvH37Vmv7xwFAV1cXhoaGSs+Qy2Qy5MuXD9WrV8/wmtjoOKwbtw1j6v2KezJ/CEj6oCM5jCcTFWLKdoP3zz/gz9GbMaLWFATcf6XmqyEiVTCQExEREZHSbp+5h2d3AlTaM64UAdgxZ69Gg74meHt7QyqVpntsmCaZmpqqFMidnJygq6ub7vOhn8Iwpu6vOLD6GCBC6e+VKIqACATce4XhNSbj2hEfpcdPROphICciIiIipR1acxwSHS38CCkC754Fwld2X/NtZ4NMJkPNmjVhYmKi1X6UDeTx8fG4dOlShsvVo8KiMLHJbLx4+BqiQr0PNxRyBeQJiZjVcTFunbqrVhtEpBwGciIiIiJSSnxsPG4evwNFooZnx/8j1ZHiysGbWmlbHaIoQiaTae388S8pG8hv3LiB6OjoDMf056gtePXobba/R6IIKOQi5nf7AyEfldvbTkSqYyAnIiIiIqUE3HsFuZbCOJC0v/nRjadaa19VDx8+xMePH7W6fzyZqampUkXdZDIZzMzMULVq1TTPXT/qgzM7L2hsO4EoioiOiMHKYRs10h4RpcVATkRERERKCbin/UJfAfdfa70PZXl7e0NXVxd169bVel9mZmZKzZDLZDI0bNgQUmnqKuiiKOKvqe4QJJqtUq+QK3D5wA088w3QaLtElISBnIiIiIiUEhMZq/HA97W46Lg8U9hNJpOhTp06MDIy0npfyixZj42NxZUrV9Jdru5/7Qle3Fd/33hmpDoSHFl3SuPtEhEDOREREREpSaojBbSclSVSSZ44i1yhUODcuXM5sn8cUC6QX7t2DXFxcemOSeZxWWtnh8sTFTi76yIUCu1tVyD6UTGQExEREZFSLAsX0PrsdQGb/FptX1l3795FSEhIjuwfB5QL5N7e3rCwsICjo2Oa5/yvPU1zxrgmxUbF4d2zQK21T/SjYiAnIiIiIqWUrlFCq+1LpBKUq11Sq30oy9vbGwYGBqhdu3aO9KdMUTeZTIZGjRpBIkn9I7woivj33kttDg8A8Nz3hdb7IPrRMJATERERkVIsbQvAqrCF1toXRREV65XTWvuqkMlkqF+/PvT19XOkv+SibhmtQIiOjsb169fTXa6emJCIhNgEbQ8RkaFRWu+D6EfDQE5ERERESmsztIXWCrtJpRI07emklbZVkZiYiAsXLuTY/nEgaYZcLpcjJiYm3ecvX76MhISEdMeUU3vuBQmjA5Gm8W8VERERESnNeUATSKWa/xFSoiNBkx5OMLM01XjbqvLx8UFERESO7R8HkgI5gAz3kctkMhQqVAjlyqVdQaCjqwMjU0Otjg8A8hcy03ofRD8aBnIiIiIiUlr+QuboN6+7RtsUBAEGRvrov6CHRttVl7e3N/Lly4fq1avnWJ/KBPJGjRplOBteukYJQMsT5aWqFdNuB0Q/IAZyIiIiIlKJ6/g2KFOzJKQ6mvlRUhRFjFk7CBZ5pMK6TCZDgwYNoKurm2N9Jgfy9Aq7RURE4ObNm5kuoa9Qp0yaYm+alL+QGSxsC2itfaIfFQM5EREREalEKpVi7uHJKFTUChINhPJeMzqjSY/c3zsOAHFxcbh06VKO7h8Hkoq6AenPkF+8eBFyuTzTJfTN+zSEQq6dc8IlUglaD2yWJ86HJ/reMJATERERkcryFzLHikvzULKyg1pLpSVSCQSJgMGLe6H3rC4aH5+6bty4gZiYmBzdPw5kvmRdJpPBzs4OJUtmfCScXUkbVGvmCIkW9veLoojWg5tpvF0iYiAnIiIiIjXlL2SOVVcXYMACN0h1pJAoUX09OTAWLm2DNTd+R+cJ7bQ9TJV4e3vD3NwclStXztF+TUxMAGQcyBs3bpzlDPWQpX00vo9ckAjoOrE9CtpbarZhIgLAQE5ERERE2SDVkaLb5A5wf7kOvWZ2QQEb85TnJBIhaSY8OSQKQKWG5TH7wCRsvLsMpaoVz5UxZya5eJpUKs3RfvX09GBgYJAmkIeGhuLOnTtKLaEvXqkoev3WWWOhXCKVwLaENXrN7KyZBokoDZ3cHgCRprx69QpBQUFa7cPS0hJFihTRah9ERETfIgub/Oj5Wye4TXfFx1dBeOLzLz6+/AR5ohyG+QxQzLEISlRxgGE+7R/Ppa6YmBhcvXoVS5YsyZX+TU1N0xR1u3DhAhQKhdJ72rtPc8G/fi9waf8NiKKo9likOhIYmRph3pGp0DPQU7sdIsocAzl9F169eoUyZcshNiZaq/0YGBrh8SN/hnIiIqIMCIKAQkWtUKioVW4PJV1R4dGQ7b6Mexcfwv/aE3x8/RkKuQJ6BnrIX9gUxeLLw1a/CBQKhVarlqfHzMwszQy5t7c3ihYtimLFlDtyTCqVYtqusVg2YB3O7LwAQRBUDuYSiYD81vmx+PRvKFzKRqV7iUg1DOT0XQgKCkJsTDQs2vwCXQt7rfSR8Pk1Ph9ZhqCgIAZyIiKib0x4cAT+nuGJE1u8ER+XAIlEkqoqeVx0HAKffIKdUBwbhrnj4O+n0GNaR7Qa0CTHgrmpqWmaQC6TyVQuMKejq4NJf49ETeeqWDV8E6IjYiAqsg7lUh0J5IkKtBrQFIOX9IKxqZFK/RKR6hjI6buia2EPfeuMK5ASERHRj+fqP7ewbMBaRIREpYTwjI4Ik/xXYunDy0/4Y8gGnN11EZO2jcyRGf+vA3lQUBD8/PwwYcIEldsSBAFNutdH9eaVcGzTWRxacxyf34UAAHR0pRBFAAIgKkQo5Aro6ErRqFs9tB/RCmVrldLUSyKiLDCQExEREdF36+Dq41gzZgsEiaDULPHXHlx+hOE1JmOpbBaKVdTuCrmvA/n58+cBIFtnoptZmqL7VBd0mdQOAX6v8MTnXwTce4nYqDhIdaSwdrBC6RolULpGCeQzN872ayAi1TCQExEREdF36cRWGdaM2QIAaoVxAJAnKhAZGoUJjWfhzxsLYVOskCaHmIqJkQle/PsS4cERMDYzgkwmQ8mSJVG4cOFsty2VSlGyajGUrKrcXnQiyhkM5ERERET03Xnz9D1WDd+okbYUcgWiwqKwuM+fWHZutsb2lMsT5bhy+BYu7b+Gh1efIDAgFgYoBFfL/tA10EUUwlC5VG28fvwW9mXsNNInEeUtDORERERE9F0RRRFL+q2BPIN94uqQJypw/9IjHFl/Gu2Gt8xWWwqFAkfWn8bOuXsR8iEMEqkkzZ72hNgE6IqGCH8Qj/7lxqJy4woYsbK/1pfNE1HOytmzHIiIiIiItOz+pUd4eOUxFImaC+TJ3Od7QS6Xq33/h5efMKHxLKwe+RdCPiSdOZ5RgTlB+P++93sX/DGs2kTsWrAfCoXmXxcR5Q4GciIiIiL6rhxaewJSHe38mBv8PgTXj9xW695Xj95iZO2peHj1scr3KuQKyBMV2Dp9Nxb3+TNbHwoQUd7BQE5ERERE3w25XI6rh25CroXZcSDprO4rh26qfN/n9yGY0Hgmwj9HZHtsZ3ddxJoxW7PVBhHlDQzkRERERPTdePP4HeJjE7TWvjxRAf/rT1S6RxRFLB+0DmFBERkuT1etQeCftSdx/Zh6M/VElHcwkBMRERHRdyPg3iut9/Hm8TuVloyf87yCG8fuaCaM/0eQCFjafy1iImM01iYR5TwGciIiIiL6bsRExmq9D4VCVHoWXhRF7FrgBUEQNDoGUSEi9FMYvHdd0mi7RJSzGMiJiIiI6Lsh1ZHmqX78rz3Bi/uvIYqixscgQMCBVce00jYR5QwGciIiIiL6bhQsYqn1Pkwt8kFPX1epa68fva21iu+iKOLlwzf4/C5YK+0TkfYxkBMRERHRd6NUtWJabV8QBJSpWVLp6x/feq7RvePpeeLzr1bbJyLtYSAnIiIiou+GsZkxipSzAzS7ZTuFIBFQsX45pa//1+8ltLmiXCKV4OWDN9rrgIi0ioGciIiIiL4rbYe2hKCtRA6gRd9GSl8bHxuvtXEASR8QxEXHabUPItIeBnIiIiIi+q40790AeoZ6Gm9XqiOBU8fasLQtoPQ9OtouMicCUt2cKWRHRJrHQE5ERERE3xVjM2MMWdpb4+3q6Oli8JJeKt1jU7yQxsfxJXmiHLYlrLXaBxFpDwM5EREREX132gxpjipNKkIi1dyPuyNW9kPBIlYq3VO2Vimtz2CXql5cq+0TkfYwkBMRERHRd0cQBMzY+wuKlLPTSCjvNrkDnAc0Vfm+So0qQJ4gz3b/GTG1NIFdKc6QE32rGMiJiIiI6Ltkkj8flp+fgwr1yqh1v0QqgSAI6DevO/ov6KFWG3XaVoeZpYla92ZFIpWg7dAWkEq5h5zoW8VATkRERETfLZP8+bDUexZGrOoPPQNdCJKsq68nz6jbliiE1dcWoMe0jhAE9aq26+jqoMOo1kr1qyqJRMDPg5trvF0iyjkM5ERERET0XZNIJOgw0hm7X2/AoN97olDR/+8DFwQh1ZJ2QSKgUoPymLV/Iv66/wfK1CyZ7f67TGwHm+KFNLqfHQLQd253WBW20FybRJTjdHJ7AEREREREOcHUwgSdJ7RD5wnt8Pl9CJ76/IvAFx8hT5DDwFgfDhWLoHjlojA0NtBov3oGepi8fRTGN/gNEACI2WtPIpWgVLXi6DS+jUbGR0S5h4GciIiIiH44Fjb5YdGmeo71V/6n0pjqPhbzu/8BQISoZiiXSCWwK2mN+UenQqrtM86JSOu4ZJ2IiIiIKAc07FwHcw9NhpGpkdrL1x2dymHFpXkwszTV8OiIKDcwkBMRERER5ZDaP1fH1kcrUaddDQCARCfzH8cFAYAA6BvpY/TaQVhydiZMLbRTtZ2Ich6XrBMRERER5aD8hcwxy2siAu6/wj/rTuGc52VEBEemuU6QCHCoaI+2Q1qgac8GMDIxzIXREpE2MZATEREREeWCYhWLYPSagRj15wAEvQ3Gv34vER0eA4lUAku7AlopMEdEeQsDORERERFRLhIEAVaFLXiEGdEPiHvIiYiIiIiIiHIBAzkRERERERFRLmAgJyIiIiIiIsoFDOREREREREREuYCBnIiIiIiIiCgXMJATERERERER5QIee0ZEpKRXr14hKChI6/1YWlqiSJEiWu/ne5IT3xt+X4iIiEjTGMiJiJTw6tUrlClbDrEx0Vrvy8DQCI8f+TP8KSmnvjf8vhAREZGmMZATESkhKCgIsTHRsGjzC3Qt7LXWT8Ln1/h8ZBmCgoIY/JSUE98bfl+IiIhIGxjIiYhUoGthD33rkrk9DEoHvzdERET0rWFRNyIiIiIiIqJcwEBORERERERElAsYyImIiIiIiIhyAQM5ERERERERUS5gICciIiIiIiLKBQzkRERERERERLmAgZyIiIiIiIgoFzCQExEREREREeUCBnIiIiIiIiKiXMBATkRERERERJQLGMiJiIiIiIiIcgEDOREREREREVEu+CYC+Zo1a+Dg4AADAwPUrl0bN27cyO0hEREREREREWVLng/knp6eGD9+PGbOnInbt2+jcuXKaNmyJT5+/JjbQyMiIiIiIiJSW54P5MuXL8egQYPQr18/lC9fHuvXr4eRkRG2bNmS20MjIiIiIiIiUptObg8gM/Hx8fDx8cHUqVNTHpNIJGjWrBmuXr2a7j1xcXGIi4tL+X1YWBgAIDw8PNvjiYyMTOoj8BkU8bHZbi8jCZ9fq9ZPYhySX13MmweI0dHPuo/gNwAAHx+flNelLRKJBAqFQqt9PH78GIB2vzff23uWE318T/3kxJ8xgH/O1JGTf/8jIyM18u9JchuiKGa7Lfr/+6iJ7w0REZEmKPtvvSDm4Z8G3r17Bzs7O1y5cgV16tRJeXzSpEk4f/48rl+/nuaeWbNmYfbs2Tk5TCIiIrW8fv0ahQsXzu1hfPPevHkDe3v73B4GERFRGln9W5+nZ8jVMXXqVIwfPz7l9wqFAsHBwbCwsIAgCNlqOzw8HPb29nj9+jVMTU2zO1T6Ct9f7eL7q118f7Xne3xvRVFEREQEbG1tc3so3wVbW1u8fv0aJiYm2f63noiISBOU/bc+TwdyS0tLSKVSfPjwIdXjHz58gLW1dbr36OvrQ18/9ZJtc3NzjY7L1NT0u/mhMC/i+6tdfH+1i++v9nxv762ZmVluD+G7IZFIuNKAiIjyHGX+rc/TRd309PRQvXp1nD17NuUxhUKBs2fPplrCTkRERERERPStydMz5AAwfvx49OnTBzVq1ECtWrWwYsUKREVFoV+/frk9NCIiIiIiIiK15flA3rVrV3z69AkzZsxAYGAgqlSpghMnTqBQoUI5PhZ9fX3MnDkzzZJ40gy+v9rF91e7+P5qD99bIiIi+l7l6SrrRERERERERN+rPL2HnIiIiIiIiOh7xUBORERERERElAsYyImIiIiIiIhyAQM5ERERERERUS5gIP/KmjVr4ODgAAMDA9SuXRs3btzI9Pq9e/eibNmyMDAwgKOjI44dO5ZDI/02qfL+PnjwAK6urnBwcIAgCFixYkXODfQbpcr7u2nTJjg5OSF//vzInz8/mjVrluWf9x+ZKu/t/v37UaNGDZibm8PY2BhVqlTBjh07cnC03x5V/9+bzMPDA4IgoEOHDtodIBEREZEWMJB/wdPTE+PHj8fMmTNx+/ZtVK5cGS1btsTHjx/Tvf7KlSvo3r07BgwYgDt37qBDhw7o0KED7t+/n8Mj/zao+v5GR0ejePHi+P3332FtbZ3Do/32qPr+njt3Dt27d4dMJsPVq1dhb2+PFi1a4O3btzk88rxP1fe2QIEC+PXXX3H16lX4+fmhX79+6NevH06ePJnDI/82qPr+Jnvx4gUmTJgAJyenHBopERERkWbx2LMv1K5dGzVr1sSff/4JAFAoFLC3t8eoUaMwZcqUNNd37doVUVFROHLkSMpjP/30E6pUqYL169fn2Li/Faq+v19ycHDA2LFjMXbs2BwY6bcpO+8vAMjlcuTPnx9//vknevfure3hflOy+94CQLVq1fDzzz9j7ty52hzqN0md91cul6NBgwbo378/Ll68iNDQUBw8eDAHR01ERESUfZwh/098fDx8fHzQrFmzlMckEgmaNWuGq1evpnvP1atXU10PAC1btszw+h+ZOu8vKU8T7290dDQSEhJQoEABbQ3zm5Td91YURZw9exaPHz9GgwYNtDnUb5K67++cOXNQsGBBDBgwICeGSURERKQVOrk9gLwiKCgIcrkchQoVSvV4oUKF8OjRo3TvCQwMTPf6wMBArY3zW6XO+0vK08T7O3nyZNja2qb5kOlHp+57GxYWBjs7O8TFxUEqlWLt2rVo3ry5tof7zVHn/b106RI2b94MX1/fHBghERERkfYwkBMRfv/9d3h4eODcuXMwMDDI7eF8F0xMTODr64vIyEicPXsW48ePR/HixdGoUaPcHto3LSIiAr169cKmTZtgaWmZ28MhIiIiyhYG8v9YWlpCKpXiw4cPqR7/8OFDhgXFrK2tVbr+R6bO+0vKy877u3TpUvz+++84c+YMKlWqpM1hfpPUfW8lEglKliwJAKhSpQr8/f2xcOFCBvKvqPr+Pn/+HC9evEDbtm1THlMoFAAAHR0dPH78GCVKlNDuoImIiIg0hHvI/6Onp4fq1avj7NmzKY8pFAqcPXsWderUSfeeOnXqpLoeAE6fPp3h9T8ydd5fUp667+/ixYsxd+5cnDhxAjVq1MiJoX5zNPVnV6FQIC4uThtD/Kap+v6WLVsW9+7dg6+vb8pXu3bt0LhxY/j6+sLe3j4nh09ERESULZwh/8L48ePRp08f1KhRA7Vq1cKKFSsQFRWFfv36AQB69+4NOzs7LFy4EAAwZswYNGzYEMuWLcPPP/8MDw8P3Lp1Cxs3bszNl5Fnqfr+xsfH4+HDhym/fvv2LXx9fZEvX76UmUf6P1Xf30WLFmHGjBnYtWsXHBwcUmof5MuXD/ny5cu115EXqfreLly4EDVq1ECJEiUQFxeHY8eOYceOHVi3bl1uvow8S5X318DAABUrVkx1v7m5OQCkeZyIiIgor2Mg/0LXrl3x6dMnzJgxA4GBgahSpQpOnDiRUmzo1atXkEj+v6igbt262LVrF6ZPn45p06ahVKlSOHjwIH8ozICq7++7d+9QtWrVlN8vXboUS5cuRcOGDXHu3LmcHn6ep+r7u27dOsTHx6NTp06p2pk5cyZmzZqVk0PP81R9b6OiojB8+HC8efMGhoaGKFu2LHbu3ImuXbvm1kvI01R9f4mIiIi+FzyHnIiIiIiIiCgXcMqBiIiIiIiIKBcwkBMRERERERHlAgZyIiIiIiIiolzAQE5ERERERESUCxjIiYiIiIiIiHIBAzkRERERERFRLmAgJyIiIiIiIsoFDORERP958eIFBEGAr68vAODcuXMQBAGhoaG5Oi4iIiIi+j4xkNMPrW/fvhAEIeXLwsICrVq1gp+fn8rtdOjQQTuDpEwJgoCDBw9qpe26devi/fv3MDMzAwBs27YN5ubmWumLiIiIiH48DOT0w2vVqhXev3+P9+/f4+zZs9DR0UGbNm1ye1ikQfHx8Wrdp6enB2trawiCoOERERERERExkBNBX18f1tbWsLa2RpUqVTBlyhS8fv0anz59Srnm9evX6NKlC8zNzVGgQAG0b98eL168AADMmjULf//9Nw4dOpQy037u3Dl06tQJI0eOTGlj7NixEAQBjx49ApAUEo2NjXHmzBkAgEKhwMKFC1GsWDEYGhqicuXK2LdvX6qx3r9/H87OzsiXLx8KFSqEXr16ISgoKOX5Ro0aYfTo0Zg0aRIKFCgAa2trzJo1K1UboaGhGDhwIKysrGBqaoomTZrg7t27Kc/fvXsXjRs3homJCUxNTVG9enXcunULAPDy5Uu0bdsW+fPnh7GxMSpUqIBjx45l+N7GxcVh8uTJsLe3h76+PkqWLInNmzdr7PU4ODgAAFxcXCAIQsrvZ82ahSpVquCvv/5CsWLFYGBgAAA4ceIE6tevD3Nzc1hYWKBNmzZ4/vx5huP/csn6uXPn0K9fP4SFhaV8n2fNmoU5c+agYsWKae6tUqUKfvvttwzbJiIiIiJiICf6QmRkJHbu3ImSJUvCwsICAJCQkICWLVvCxMQEFy9exOXLl5EvXz60atUK8fHxmDBhArp06ZJqpr1u3bpo2LAhzp07l9L2+fPnYWlpmfLYzZs3kZCQgLp16wIAFi5ciO3bt2P9+vV48OABxo0bh549e+L8+fMAkoJ0kyZNULVqVdy6dQsnTpzAhw8f0KVLl1Sv4e+//4axsTGuX7+OxYsXY86cOTh9+nTK8507d8bHjx9x/Phx+Pj4oFq1amjatCmCg4MBAG5ubihcuDBu3rwJHx8fTJkyBbq6ugCAESNGIC4uDhcuXMC9e/ewaNEi5MuXL8P3s3fv3ti9ezdWrVoFf39/bNiwIeV6TbyemzdvAgC2bt2K9+/fp/weAJ49ewYvLy/s378/ZU94VFQUxo8fj1u3buHs2bOQSCRwcXGBQqHI4k9G0vL1FStWwNTUNOX7PGHCBPTv3x/+/v6p+r5z5w78/PzQr1+/LNslIiIioh+YSPQD69OnjyiVSkVjY2PR2NhYBCDa2NiIPj4+Kdfs2LFDLFOmjKhQKFIei4uLEw0NDcWTJ0+mtNO+fftUbfv5+YmCIIgfP34Ug4ODRT09PXHuP8DWfwAAB0lJREFU3Lli165dRVEUxXnz5ol169YVRVEUY2NjRSMjI/HKlSup2hgwYIDYvXt3URRFce7cuWKLFi1SPf/69WsRgPj48WNRFEWxYcOGYv369VNdU7NmTXHy5MmiKIrixYsXRVNTUzE2NjbVNSVKlBA3bNggiqIompiYiNu2bUv3/XJ0dBRnzZqV7nNfe/z4sQhAPH36dLrPa+L1iKIoAhAPHDiQ6pqZM2eKurq64sePHzMd46dPn0QA4r1790RRFMWAgAARgHjnzh1RFEVRJpOJAMSQkBBRFEVx69atopmZWZp2nJ2dxWHDhqX8ftSoUWKjRo0y7ZuIiIiIiDPk9MNr3LgxfH194evrixs3bqBly5ZwdnbGy5cvASQt4X727BlMTEyQL18+5MuXDwUKFEBsbGymy50rVqyIAgUK4Pz587h48SKqVq2KNm3apMx4nz9/Ho0aNQKQNJsbHR2N5s2bp/SRL18+bN++PaWPu3fvQiaTpXq+bNmyAJBqHJUqVUo1DhsbG3z8+DGljcjISFhYWKRqJyAgIKWN8ePHY+DAgWjWrBl+//33VG2PHj0a8+bNQ7169TBz5sxMi9/5+vpCKpWiYcOG6T6videTmaJFi8LKyirVY0+fPkX37t1RvHhxmJqapixxf/XqVZbtZWbQoEHYvXs3YmNjER8fj127dqF///7ZapOIiIiIvn86uT0AotxmbGyMkiVLpvz+r7/+gpmZGTZt2oR58+YhMjIS1atXh7u7e5p7vw58XxIEAQ0aNMC5c+egr6+PRo0aoVKlSoiLi8P9+/dx5coVTJgwAUDSUnkAOHr0KOzs7FK1o6+vn3JN27ZtsWjRojR92djYpPw6eXn5l+NIXpIdGRkJGxubVEvpkyVXD581axZ69OiBo0eP4vjx45g5cyY8PDzg4uKCgQMHomXLljh69ChOnTqFhQsXYtmyZRg1alSa9gwNDTN8bzT1ejJjbGyc5rG2bduiaNGi2LRpE2xtbaFQKFCxYkW1i7592a6+vj4OHDgAPT09JCQkoFOnTtlqk4iIiIi+fwzkRF8RBAESiQQxMTEAgGrVqsHT0xMFCxaEqalpuvfo6elBLpenebxhw4bYtGkT9PX1MX/+fEgkEjRo0ABLlixBXFwc6tWrBwAoX7489PX18erVqwxnlKtVqwYvLy84ODhAR0e9v7rVqlVDYGAgdHR0UmaH01O6dGmULl0a48aNQ/fu3bF161a4uLgAAOzt7TF06FAMHToUU6dOxaZNm9IN5I6OjlAoFDh//jyaNWumldcDJAX29N77r33+/BmPHz/Gpk2b4OTkBAC4dOmSSn1l9H3W0dFBnz59sHXrVujp6aFbt25ZfiBBRERERMQl6/TDi4uLQ2BgIAIDA+Hv749Ro0alzN4CSUXOLC0t0b59e1y8eBEBAQE4d+4cRo8ejTdv3gBIqvbt5+eHx48fIygoCAkJCQCSqoQ/fPgQDx48QP369VMec3d3R40aNVJmcU1MTDBhwgSMGzcOf//9N54/f47bt29j9erV+PvvvwEkFVQLDg5G9+7dcfPmTTx//hwnT55Ev379lAqkANCsWTPUqVMHHTp0wKlTp/DixQtcuXIFv/76K27duoWYmBiMHDkS586dw8uXL3H58mXcvHkT5cqVA5BUKf7kyZMICAjA7du3IZPJUp77moODA/r06YP+/fvj4MGDKe/bnj17NPZ6kvs5e/YsAgMDERISkuF1+fPnh4WFBTZu3Ihnz57B29sb48ePV7qf5L4iIyNx9uxZBAUFITo6OuW5gQMHwtvbGydOnOBydSIiIiJSCgM5/fBOnDgBGxsb2NjYoHbt2rh58yb27t2bsr/byMgIFy5cQJEiRdCxY0eUK1cOAwYMQGxsbMqM+aBBg1CmTBnUqFEDVlZWuHz5MoCkWWJzc3NUqVIlpbp4o0aNIJfLU9pPNnfuXPz2229YuHAhypUrh1atWuHo0aMoVqwYAMDW1haXL1+GXC5HixYt4OjoiLFjx8Lc3BwSiXJ/lQVBwLFjx9CgQQP069cPpUuXRrdu3fDy5UsUKlQIUqkUnz9/Ru/evVG6dGl06dIFzs7OmD17NgBALpdjxIgRKeMrXbo01q5dm2F/69atQ6dOnTB8+HCULVsWgwYNQlRUlMZeDwAsW7YMp0+fhr29PapWrZrhdRKJBB4eHvDx8UHFihUxbtw4LFmyROl+gKRK60OHDkXXrl1hZWWFxYsXpzxXqlQp1K1bF2XLlkXt2rVVapeIiIiIfkyCKIpibg+CiP7X3h3UQBDCABStBZIJDjCHJBQgbRJEsBZ2l0MzmfcUcP0hbXm6vXe01qL3/vPPOwAA72SGHODQWivmnHHft9vjAAB8TZADHKq1xnVdMcaIUkr2cwAAeAhBDnDI5A8AAP+w1A0AAAASCHIAAABIIMgBAAAggSAHAACABIIcAAAAEghyAAAASCDIAQAAIIEgBwAAgASCHAAAABJ8AFI5ESJP1omDAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize(betweenness_cent, 'Betweeness centrality')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "65eec010-47da-470b-ad60-0463ac00accb",
   "metadata": {},
   "source": [
    "## 紧密中心性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "12ab7768-2242-455f-a7da-a469ad734193",
   "metadata": {},
   "outputs": [],
   "source": [
    "closeness_cent = nx.closeness_centrality(G)\n",
    "# 计算紧密中心性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "eb683aa6-b662-4d81-892d-0e47b1abc6ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+QAAAINCAYAAAC3YbXvAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3RU1d7G8e+ZSU8gIfTQe+8QmoB0RKqAomBBxUKxUgSpKlKuAkpTRCyAgo0qvQnSQ++9dwiQ3mbO+0ducokkkDKTIO/zuStrwcw5e+8T4MZn9t6/bZimaSIiIiIiIiIimcqS1QMQERERERER+f9IgVxEREREREQkCyiQi4iIiIiIiGQBBXIRERERERGRLKBALiIiIiIiIpIFFMhFREREREREsoACuYiIiIiIiEgWUCAXERERERERyQIuWT0AZ7Pb7Vy6dIls2bJhGEZWD0dERATTNAkNDSUgIACLRZ+NZ5R+1ouIyMMmtT/rH/lAfunSJQoVKpTVwxAREbnH+fPnKViwYFYP419PP+tFRORh9aCf9Y98IM+WLRsQ/43Inj17Fo9G5F8qPBwCAuJ/fekSeHtn7XhE/uVCQkIoVKhQ4s8oyRj9rBcRkYdNan/WP/KBPGHpWvbs2fVDWiS9rNb//Tp7dgVyEQfR8mrH0M96ERF5WD3oZ702romIiIiIiIhkAQVyERERERERkSygQC4iIiIiIiKSBRTIRURERERERLKAArmIiIiIiIhIFlAgFxEREREREckCCuQiIiIiIiIiWUCBXERERERERCQLKJCLiIiIiIiIZAEFchEREREREZEsoEAuIiIiIiIikgUUyEVERERERESygAK5iIiIiIiISBZQIBcRERERERHJAgrkIiIiIiIiIlkgSwP5hg0baNu2LQEBARiGwYIFCxLfi42NZeDAgVSqVAlvb28CAgJ44YUXuHTpUtYNWERERERERMRBsjSQh4eHU6VKFaZMmXLPexEREezatYuhQ4eya9cu/vjjD44ePUq7du2yYKQiIiIiIiIijuWSlZ0/8cQTPPHEE8m+5+vry6pVq5K8NnnyZAIDAzl37hyFCxfOjCGKiIiIiIiIOEWWBvK0unPnDoZh4Ofnl+I10dHRREdHJ/4+JCQkE0YmD4Nz585x48YNp/aRK1cufRgkIiIiIiIO8a8J5FFRUQwcOJBnn32W7Nmzp3jd6NGjGTlyZCaOTB4G586do0zZckRFRji1Hw9PL44eOaxQLiIiIiIiGfavCOSxsbE8/fTTmKbJtGnT7nvtoEGDeO+99xJ/HxISQqFChZw9RMliN27cICoygpxt3sc1p3P+vGNvnufmks+5ceOGArmIiIiIiGTYQx/IE8L42bNnWbt27X1nxwHc3d1xd3fPpNHJw8Y1ZyHc85XM6mGIiIiIiIg80EMdyBPC+PHjx1m3bh05c+bM6iGJiIiIiIiIOESWBvKwsDBOnDiR+PvTp0+zZ88e/P39yZ8/P507d2bXrl0sWbIEm83GlStXAPD398fNzS2rhi0iIiIiIiKSYVkayIOCgmjcuHHi7xP2fr/44ouMGDGCRYsWAVC1atUk961bt47HH388s4YpIiIiIiJ3MU2TA6eusOnAaQ6ducrxizeIjonDxWqhcN4cVCiWjxqlC1K/UlGsFktWD1fkoZWlgfzxxx/HNM0U37/feyIiIiIikrlM02TljmPMXLqdExdvYLUY2E2Tu/+z/WZIBPtPXWb2yp3k9vXm2WbVeK5ZdVxdrFk3cJGH1EO9h1xERERERB4O12+H8fEPq9h04AyGEf+azZ78BFqczR5/z51wJv3xN4s3H+KTV5+gbOE8mTVckX8FrR8REREREZH7On35Js99NIeth84CkJaFrKYJZ6/e4sVPf2bD3pNOGqHIv5MCuYiIiIiIpOjSjTv0/M+v3AmPTHFG/EHsdhObzU6/qYvZ9t9QLyIK5CIiIiIikgK73eTDGcsICY9KdxhPYAJ202TQ9KXcDot0zABF/uUUyEVEREREJFm/rNvDvpOXMxzGE5gmhEZGM+7ndQ5pT+TfToFcRERERETuERtn45sl2xzert1usmL7Uc5dveXwtkX+bVRlXURERERE7rFu9wmnLS23WAx++2sf7z3dyCnt/38TGhHFkTPXOH/tNrFxNtxcrRTN70+Zwnnw8nDL6uHJfSiQi4iIiIjIPdbsPI7FiD9n3NHsdpPl248okGdAZHQsy7ce5tfVezh+4Ubi64ZhYP73z8wAKpbIzzPNqtG4RkncXBX/Hjb6ExERERERkXvsO3XZKWE8wc07EdwKjSBHNi+n9fGoWht0jFHfryYkPCrxTPgE5l1/ZiZw8PQVhny9lDw5fBjxaitqlS+cuYOV+9IechERERERSSI8KoZrt8Kc3s+x89ed3sejJCY2jiFfLWXglCWEhkcBDz4T3v7fgnw3bofT6z+/Mf7n9YmvSdbTDLmIiIiIiCQRHhmTOf1EZU4/j4KY2Dje+2IB2w+dB+Jnv9MiYbXDzyt3cScskuGvtMJiMR5wlzibZshFRERERCSJzApqFoviSGp9Nmcd2w+dT7IkPb2Wbj7Mt4u3OmBUklH6FyAiIiIiIkn4envgYnV+VMjt6+30Ph4FW/afYf5f+x0SxhPMWLSVo+euOaw9SR8FchERERERScLVxUrxgJxO7cNiMShZMJdT+3gU2Ox2Pv1+FZZ/Vm/LIAMY/cNqh7YpaadALiIiIiIi96heugBWJy1dNwwoUyg37jqG64E27zvDleBQh1e8t9lNDp66wpEzVx3arqSNArmIiIiIiNyjff2K2JxUjds04amGlZ3S9qPm93V7nfbBiNVisGDDfqe0LamjQC4iIiIiIvcoXSg3lYrnd0qBNy93V56oXdbh7T5qTNNkz7GLTvtgxGY3CTp83iltS+ookIuIiIiISLIGPtc47edrpcK7TzfC093V8Q0/Yi5ev+P0o+HOXb1FVHSsU/uQlCmQi4iIiIhIssoVyUuP1oE4ao7cajGoVbYQHRtUdFCLj7arwaFO78M04dqtMKf3I8lTIBcRERERkRS93q4OTaqXzHAoN+02rHERjH6tNYaDK4Y/quJs9keqH7mXArmIiIiIiKTIarEwqmdr2tQvD8RXSE+PAD8Pgn4azbDBAx16nvajLLOW9Xt5uGVKP3IvnTMgIiIiIiL35epiZcRLLWlYuTif/LiakPAoMOKXO9+Pabfj4uJCrw716N6iBt+Vdee1117D39+fkSNHZs7g/8WKF3DuWfAQH/rz+vs4vZ/k2O0mOw+dY+veMxw+eYXTF28SG2fD1cVKoXw5KF8yH7UqFqFOlaJYLY/mXLICuYiIiIiIpEqT6qWoVbYwS7ceZu6a3Zy7dhuIn0VPmDlPWP7s7eHKiS1LGdbrWV56ohYAPXv25NatWwwcOJAcOXLwzjvvZMFT/Hv4eLoTkCs7l26EOK2PckXzZvoWArvdZOG6fcxetJ1L10OwWi3Y/rFs/nZoJIdOXWHesl3kzuHDs61r0KVVdVysj1YwVyAXEREREZFUy+blzjNNqvJ04ypcvhnCobNXOXUpmOjYOFytFo7sC+LbSf/hypmjtG+3gB++mcobLz+feP+AAQMIDg7m3Xffxc/Pj5deeinrHuZfoGmt0sxZsRO7E44+M4BG1Us6vN37uXD1Nh9NW8b+Y5cS6xL8M4zzj9ev3wrjyzl/sezvQwzv1ZoShXJl0midT4FcRERERETSzDAMAnL5EpDLF2r87/WgAm58MewCB/bvp2/fvnTo0IEdO3ZQq1atxGtGjx7NrVu3eOWVV/Dz86NDhw6Z/wD/Ek89XplZy4Kc0raLi5W2j5V3StvJOXjiMm+P/i3xmLW0fsRw6vwNXh4ym//060hgpSKOH2AWeLTm+0VEREREJEtVrlwZNzc3tm3bRps2bShatCiTJk1Kco1hGEydOpXOnTvzzDPPsGbNmiwa7cOvYB4/mgeWwWpx7LJyw4BnmlUlm5eHQ9tNyYlz1+n76a9ERsdiS+dsv81uEhtnp99/5rPv2EUHjzBrKJCLiIiIiIjDuLm5Ua1aNbZv347VaqV3797MmzePa9euJbnOarUya9YsmjRpQvv27dm2bVsWjfjh179bY7w93dJd4f6fLP9d3fB6x3qOafABYmLjGPLlEqJj4jK89N40TWw2O0O+WEJ4ZIyDRph1FMhFRERERMShAgMD2b59OwAvv/wyVquV6dOn33Odm5sbv/32G1WrVqV169YcPHgw2fZOXrzBD8t3MPCrJXQc8h1P9P+Gth98S68JvzNl/ia2HDzrlD3WD4sc2b346LXWGBk+DT5+ZtzFxcKoN57Ewy1zjlX7fsE2zl0Odtifkd00uXk7nCk/b3BIe1lJgVxERERERBwqMDCQ48ePExwcjL+/P927d2fatGnExsbec623tzdLliyhUKFCtGjRgtOnTye+9/f+07w8dh5Pj5jF5D82sXb3Cc5dvc2122FcuhnC9kPn+GF5EH0m/kHbQd8yZ9UuYuNsmfmomaZ+5WJ8/HprLBYDSzqnyq0WAzcXKxPf6UiF4vkcPMLkhUdE89OfQQ88Ii+t7KbJwrX7uHErzLENZzIFchERERERcajatWsDEBQUX4ysb9++XLp0iT/++CPZ6/38/FixYgVeXl40a9aMYyfPMGTGMt7+cgH7T14G4gPYP2dYTcBmj6/EfSU4lAm//EX3T37i+IXrTnqyrNWidhm+GtiFPDl80hzKDQOK5Pdn5pDnqFW+sJNGeK/lmw4TExPnnMZNWLRuv3PaziQK5CIiIiIi4lAlS5bEz88vcV94pUqVaNSo0T3F3e6WN29eVq1aRazFna4jfmTF9qNAfBBPLRM4ffkm3T/5iQ17T2XoGR5W1UoX5JdPX6L7EzXx8khYcp789yihEJyvjwdvPvUYs0d0p3Th3Jk00nhrth51Wtt202TVliNOaz8zKJCLiIiIiIhDGYaRZB85wFtvvcWmTZvYvXt3ivf55MhNmbZ9wc0rTUH8bjZ7fNGvflMXse3Q2XS18bDzdHelb5cGrJj4BsNeaYlx5yxRIdcTi765WC0Uy+/Pk/XLM+qNJ1k24XV6tAnE1cWaqeM0TZMjp66m+XiztDh36RZRMfduhfi30DnkIiIiIiLicIGBgUyfPh3TNDEMg3bt2lGoUCEmTZrEzJkz77neNE1GfLeCO+HRGJaMBUeT+NnTQdOX8vvHL5Ejm2eG2ntYebi78mS9cjzbaibh4eFcuHCB/PkDsDj4iLT0unIjlMho54Zlu2ly5kIwZYvndWo/zqIZchERERERcbjAwECuXbvGuXPnAHBxcaFXr1789NNPXL9+7x7vJVsOseXg2XSfUf1PpgmhkdGM+3mtQ9p7WJ08eZLw8HA8PDwICHh4wjhAeGT0I9WPMyiQi4iIiIiIwwUGBgIkWbb+6quvAjBjxowk19rsdqYt2OyAQ72SsttNVu44xunLNx3c8sNj586dAJQpUwbDUQeVO4jVkjlx02r998baf+/IRURERETkoZU3b16KFCmSWNgNIFeuXDz33HNMmzaNuLj/Vd7ecvAsV2+FOWWvsdVi8Ntf+5zQ8sMhKCgId3d3KlSokNVDuUeuHN6Z0k/uHD6Z0o8zKJCLiIiIiIhT/LOwG8QfgXb+/HkWLlyY+NqqHccSK4I7ms1usmzrEUxHH4T9kAgKCsI0TcqWLZvVQ7lHNm8P8uXK5tQ+vDzcCMjj69Q+nEmBXEREREREnCIwMJCdO3cmmQ2vVq0ajz32WJIj0PaduuSwvePJuRMexfXb4U5rP6vY7XaCgoKIiYmhTJkyWT2cZFUrV8hpH7ZYLAaVSwc8dEv100KBXEREREREnCIwMJCIiAgOHTqU5PW+ffvy119/sW/fPmJi4zh/7bbTx3L0/DWn95HZjh07Rnh4/AcND+MMOUDbxys57cMWu92kfdPKTmk7syiQi4iIiIiIU9SoUQOLxZJkHzlAx44dKVCgAJMmTSIiOpbMWE0eFhnj/E4yWVBQUOKvS5UqlYUjSVnVsgUoWsDf4dXfDQNy+nnzWPUSDm03symQi4iIiIiIU3h7e1OxYsV79pG7urry5ptvMmfOHELu3MmUsThr2XRW2rlzJ35+fhQtWhRPz4fzrHXDMBjwcnPsDp4lN00Y8HIzXP7FFdZBgVxERERERJwoucJuAD179sRms/HznFm4uVidPo5cvplT8TszBQUF4e3t/dAuV09QpUwABbNHYZp2h7RnMQxa1CtLw5olHdJeVlIgFxERERERpwkMDOTAgQOJe50T5MmTh65duzJt6hRKFczl1DEYQJnCeZzaR2az2Wzs2rXroS7oBhAVFUW3bt34/Zvh5MtuZLgAm8ViUK5EPgb1bOGgEWYtBXIREREREXGawMBA7HY7u3btuue9vn37cvbsWbIZkU5bUm4ARfLlwNvDzSntZ5UjR44QERHBzZs3H9oZ8uvXr9O0aVMWLFjAL/Pm8svkd6hRNuGDkfQtYQ+sVIQvB3fGw93VcQPNQgrkIiIiIiLiNBUqVMDLy+uewm4ANWvWpE6dOhzcsMhplbhNTJpWKeKUtrNSQkE3u93+UM6QHz16lDp16nDixAnWr19P586dsdviWP/LWKLO/4WPpzuGEf+ByYMYhoGHmwsfvNqc8QOewusR+nBFgVxERERERJzGxcWFGjVqJLuPHOCtt97irxWLKB3g5/BK3AB2m43+Lz9F3759uXDhgsPbzypBQUEEBAQAzjvyzExn+fv169dTt25dPDw82LZtG7Vr1wZg8ODBHDt2jB+njuKPL3vydvfGBOTxTbzPajFwsVqSrJbI4+/Dm888xh9f9qR9k8r/6jPHk+OS1QMQEREREZFHW2BgIL/99luy73Xq1Il8+fLhenUvmEUd3nev9nW5Wvx9xo8fz/Tp03nllVf44IMPKFy4sEP7CYuK5sjF69wIDcdummTzcKdMQG7y+Po4tJ8EQUFB5MmTh9DQUPLly5fh9qJj41i95zhbj5xj/5nLXLhxhzi7HReLhUK5falUND91yhahWZWSuLmmHCN//PFHXn31VRo2bMhvv/2Gn58fAKtWrWLChAmMHz+eSpUqAfDME9V5ulU1rtwI5ejpq5y5FExMbBxurlYK5stB2WJ5KZDH95EL4XdTIBcREREREacKDAzk888/5+rVq+TNmzfJe25ubrzxxhuMGzeOUTMXM3v13nTuLk7KajEoWzgPL7eth7X9Y7z11ltMmTKFzz//nBkzZtCjRw8GDRpE0aJF093HnYgoFuw4yO9b93P6+q1kr8nh7cmT1cvydN3KFMvjn+6+7hYXF8eePXuoXLkyZcuWzVBgjY6N49uV2/nprz2ERUZjtRhJtg/E2e2cvnqLc9dvs2jbIcZ4ufNco2q83LxWkmBumibDhw/n448/5pVXXmHatGm4usbv87558yYvvfQSzZo14+23307Sv2EY5M+dnfy5s6f7Gf7NtGRdREREREScKmHJ8o4dO5J9//XXXyc2Npa4C3toXL0kGZ0QtVoMcvv58Hnvdlgt8ZEne/bsDBo0iDNnzvDJJ58wf/58SpUqxauvvsqpU6fS1L7Nbuf79UE0+Wg6ny/ZwJkUwjjArfBIft60h3bjfmDgnKXcDo/M0LMBHDp0iKioKCIiIjK0f3z/mSt0Hj2Lb1ZsIywyGiDFvfwJr4dERPP18q10GTObg+euAPGV1Lt3787HH3/MmDFj+OabbxLDuGmavP7660RGRvL9999jsSiC3k3fDRERERERcarChQuTJ0+eZAu7AeTLl48uXbowbeoUPnmlJa3rlANSV/DrnwwDiuTNwXcfdCW3373LxX18fBgwYACnT59mzJgxLFmyhNKlS9OjRw+OHz/+wPav3Qmj+6S5fL5kIzFxNkzzwfXCE8Ls8j3HaDv2e7afOJ+OJ/ufoKAgDMPg4sWL6d4//tf+k/SYOI+LN++Q1q3ipgkXbtzmpfHz+HPLXpo1a8bvv//OL7/8wsCBA5PM2P/444/8/vvvTJ8+nQIFCqRrrI8yBXIREREREXEqwzAIDAxMsbAbxBd3O3XqFKtWruSjl1sx5vUn8fFyT/VsudViYDEMejwRyJyh3ciT4/57t729vXn//fc5deoUn3/+OStWrKBs2bK88MILHD16NNl7rtwOpdukuRy+eC11g/oHu2lyJzKK16f/wcbDp9PVBsQH8lKlSnHr1q10BfIdx8/z3owl2Gx27Omsbm+zm8TZ7AyevYozwRGsX7+eLl26JLnm1KlT9OnThxdffJHOnTunq59HnQK5iIiIiIg4XUIgT6lyd+3atalVqxaTJk0CoHnN0iz69GXe6dyQ/Dn/t7/YwMS023CxWhJn0D3dXXm6cVV+/egFenesf9+iY//k5eXF22+/zcmTJ/niiy9Yu3Yt5cuXp1u3bhw+fDjxuujYOF6f/gfXQ8IydESbacYveX/nh8WcuHIjXW0EBQVRrFgxgDQvWQ+NjOaD75ZimmaG9+qbAIZB6XY9qVS1epL34uLieP7558mdOzdffvllBnt6dCmQi4iIiIiI0wUGBnL79m1OnDiR4jV9+/Zl5cqVHDlyBIDs3h50b1GDRZ++zG8fvcDHr7Qit3kDa/BJnm1ajQHPNeH7QV1ZM+EN+nV9nKL50l80zdPTkz59+nDixAkmTZrEhg0bqFChAl27duXAgQNMW7WV09eDHXJeukl8KB/003LibPY03RsTE8PevXvJkSMHFouFkiVLpun+8fM3cCssEns6jzT7J8OwcDsimokLNyZ5fcyYMWzdupVZs2aRPfv/z4JtqaFALiIiIiIiTlerVi2A+y5bf/rpp8mTJw+TJ09O8rrFYlAsf05a1ymHb9gpsocc450uDXm6cRUqFc+PexpmxB/Ew8ODXr16ceLECaZNm8aWLVuo2agp367Znua91vdjs5scuXSdeVv2pum+AwcOEBMTg2EYFC1aFA8Pj1Tfe+1OGAu3HnRYGE9gN03+2Lyf4NAIIP7PeMSIEQwePJj69es7tK9HjQK5iIiIiIg4nb+/P6VKlUqxsBuAu7s7r7/+Oj/88AMhISHJXhMeHo6Pj3PO9k5uLMePH6fze0NTXGqfEQYwa8OuNO3j3rlzJxaLhdu3b6d5//j8zQfSOMLUs5vwx+YDhIWF0b17d6pXr86wYcOc1t+jQoFcREREREQyxYMKuwG88cYbREVF8f333yf7fnh4ON7e3k4YXfLshoWjYSaGE47rMoGLwSHsOJn6qutBQUFUqFCBEydOpHn/+Krdxxw+O57ANE3W7D3O+++/z8WLF5k9e3bi0WeSMgVyERERERHJFIGBgezevZuYmJgUrwkICKBTp05MmjQJu/3e/dWZHciPXLxGVGyc09q3WgyCTl1I9fVBQUFUr16dU6dOpWmGPCY2jtNXg9MzxFQ7euEa02fMYMKECZQuXdqpfT0qFMhFRERERCRTBAYGEhMTw759++57Xd++fTlx4gQrVqy4572wsLBMDeQHL1xN9dFr6WG3mxw4dzVV10ZFRbF//34KFSqEzWZL0wz52eu3HVKQ7n7sJrRq34WePXs6tZ9HieOqH4iIiIiIiNxH1apVcXV1Zfv27dSsWTPF6+rVq0e1atWYNGkSTzzxRJL3MnuG/GJwCFaLJc3V0FPLBHYfO8Xw4cOx2WzExcVhs9mS/fXVq1eJjY1l8eLFAPznP/9hwoQJKV6f8GubzUacZw6Mak865RnuNnjYcAxnfoLxiFEgFxERERGRTOHh4UGVKlXYtm0bvXr1SvE6wzB466236NGjB8ePH6dUqVKJ72V2IHdWEL9bSFgYM+fOxGq14uLigtVqTfbX169fB+DOnTu4uLgQFxeHaZq4uLjg6uqKxWrF7pqNWKsPpsUVi8XA3WriY43F5uLK/dclOEbunDkzoZdHhwK5iIiIiIhkmsDAQNauXfvA67p27Ur//v2ZMmUKEydOTHw9s6qsJ/BwdYmfxnaiUsWKsvD8gwu7vfrqq2TPnp0qVapw5MgRli9fjmmaHDh1md/W7mXV9mPExtkAsBgGJmDaTLCBl9UNiHXugwD5/LM5vY9HifaQi4iIiIhIpgkMDOTIkSPcuXPnvtd5eHjQs2dPZs6cSWhoKAA2m43IyMhMnSEvkdefuGSKyzmKxWJQOiBXqq4NCgqiZs2aHD16lLJly3L9VhjvTlzAy5/MZcXWI4lhHOLPBr/7qLaIyBinf7CQx9cHP29P53byiMnSQL5hwwbatm1LQEAAhmGwYMGCJO+bpsmwYcPInz8/np6eNGvWjOPHj2fNYEVEREREJMMCAwOB+HD5IG+++SYRERH8+OOPAERERABkaiAvXzCvczswoUIq+oiMjOTAgQPUqFGDI0eO4FugHJ0Hf8fWA2cAUlWwzYgzwUnHnlktBjVLFXRK24+yLA3k4eHhVKlShSlTpiT7/rhx4/jyyy/56quv2LZtG97e3rRs2ZKoqKhMHqmIiIiIiDhCmTJlyJ49O9u2bXvgtYUKFaJjx45MnjwZ0zQJDw8HMjeQl8ibk7y+zlsibzdNGpYr9sDr9u7di81mo3jx4pC9IFsuuxIZFZumyumWOHBWyXib3aRz/UpOaftRlqWB/IknnuCTTz6hY8eO97xnmiYTJ05kyJAhtG/fnsqVK/Pjjz9y6dKle2bSRURERETk38FisVCrVi22b9+equv79u3LkSNHWL16dZYEcovF4Nn6VXFGjLUYBtWLFaB43gcXQgsKCsLV1ZWrd6Ip/vgLYKZ9BbphI/5sMgfPklsMg+L5/KlWooBD2/3/4KHdQ3769GmuXLlCs2bNEl/z9fWldu3abNmyJcX7oqOjCQkJSfIlIiIiIiIPj8DAQLZt25Zkj3NKGjRoQOXKlZk0aVJiIM/Mom5RUVGc3ricuOgoTNOxe8ntpknPpoGpujYoKIjKlaswe/1JDNK3HdwArFE4fJbcNE2GPdtcx52lw0MbyK9cuQJA3rxJ91PkzZs38b3kjB49Gl9f38SvQoUKOXWcIiIiIiKSNoGBgVy5coWLFy8+8FrDMOjbty9Llizh2LFjQObNkP/5559UrFiRcaM+poZHFIbhuPhkMQza1CjHY2WLpur6oKAgCldrSnCEDcNiTX+/drDEOG6W3ACeb1qDqsUDHNLe/zcPbSBPr0GDBnHnzp3Er/OpOD5AREREREQyT0Jht9QuW3/uuefw8/Nj7ty5gPMD+alTp2jbti1t2rShWLFi7Nu3jx/HjeDJamUdMrlstRjk88vGB+0fT9X14eHhHD58mNvWvA6plG6J+e/y9QyGcgNoUqUkb7V9LOOD+n/qoT2HPF++fABcvXqV/PnzJ75+9epVqlatmuJ97u7uuLu7O3t4IiIiIiKSTgEBARQsWJBt27bx1FNPPfB6Ly8vevbsyeTJkwEIsdpYceEwx0OuE2WLxdVipaC3HxX88lMye25cLOmbd4yMjGTs2LGMGTOGPHny8Ouvv9KpU6fEpdgfP9OCiJhY1h88me5cbLUY5Mnuw8w3O+Pr5ZGqe/bs2YNX7qKERpsOWW6esHTd5g6mK/HBPA3tGkb8LR3rVWTw001xsT5y87yZ5qEN5MWKFSNfvnysWbMmMYCHhISwbds23nzzzawdnIiIiIiIZEhgYGCqZ8gBXnz9Vabv+4vcT9Sm87afALAaFizETxrH/Xd/d3ZXD7oWr07X4jUo6O2XqrZN02Tx4sW88847XLhwgX79+vHhhx/eMxPv6mJl/AttmLpyC9+u3YEB2FI5y5yw77tu6SJ8/HQLcmVP/Sx/UFAQfgGlsFgM7Gmoqv6g8bhEgz3OxOYe/8KD9qabdjuGxUIOHy9GdmtBgwoPrg4v95elgTwsLIwTJ04k/v706dPs2bMHf39/ChcuzDvvvMMnn3xCqVKlKFasGEOHDiUgIIAOHTpk3aBFRERERCTDAgMD+eSTT7DZbFit998TvfrSUT48sJjcL7dOssraZtqx/ePakNgoZhzbwrfHtvJW+Ya8WqYervfZc33ixAneeustli1bRsuWLVm+fDmlS5dO8XoXq4W3nqhP00olGTN/HXvOXsZqMVI8fsy02TCsVvL4+vDWE/VpW6NcmoufBQUFka9Y+VQVwUsriw2MCMAVcuTy5npoeOJ7hmEk6TO7NY4B3drSvFppPNwe2rndf5Us/S4GBQXRuHHjxN+/9957ALz44ot8//33DBgwgPDwcF577TVu377NY489xvLly/HwSN3SDhEREREReTgFBgYSFhbGkSNHqFChQrLXxNntjNi9lF9O744/dswwUrWy2m6agMmEg+tZefEIMx57jpweSWekIyIiGD16NOPGjSN//vzMnz+f9u3bpzosVyiYl1l9u3Ls8g0W7DjI7tMXOXb5BjFx8R8RmKadQv6+HN+xiYalC/HNh29jTedS+qCgIHLXfYFIx+dx4L9L2O0Gj5cuxlvPNOTIhWucvXqLmDgbhmln1JABuESFsHrz39oe7GBZGsgff/zx+37KYxgGH330ER999FEmjkpERERERJytZs2aGIbB9u3bkw3kNtNO/x0LWHr+IJD+WmZH7lyl67rvmNekB/7u3pimyYIFC3j33Xe5cuUKAwcO5IMPPsDLyytd7ZfOn4sB7RrFj9luJywqhu07dtCyaWN+3r2b8Sc2se3P37GOS1+mCQkJ4ejRoxRq4klkhGOPXUvCNImz2cnm6U6tUoWoVSr+tKq3336bEzs3sXPnToVxJ9DuexERERERyXTZsmWjfPnybNu2Ldn3vzr8N3+eP5jhouI20+RCxG36bPmNI0eP0qpVK5566ikqVKjAgQMH+Oijj9Idxv/JarHg6+VBmWJFMG02Ll26RNu2bTl06BAnT55MV5u7d+/GNE38fbM5ZIwpMQwDbw/XJK+tWLGCL7/8knHjxqW4ikEyRoFcRERERESyREqF3Q7fvsKkwxsc1o/NNAm6cY767/Xg+PHjLFq0iCVLllCyZEmH9XG3hBOjLl26RIsWLXBzc2Px4sXpamvnzp14enpSuXRhsDtvhjzOZqdEwVyJv79x4wYvvfQSLVu2pE+fPk7r9/87BXIREREREckSgYGB7Nu3j8jIyCSvj9qzEgcc952EaZrkebEV2/bsom3btmkurJYWbm5u5MmTh4sXL+Lj40Pjxo3THciDgoKoVq0a5YrlxXTimAHKFckLxH+vevbsSWxsLDNnzsSSzr3v8mD6zoqIiIiISJYIDAzEZrOxe/fuxNdOhFxn+42zqT5OLLUMw8BuMVhx7bhD201JQEAAly5dAqBdu3Zs2LCBO3fupLmdoKAgatasSel8PuCEKusJcvt5U6pwbgC+++47FixYwPTp0wkICHBan6JALiIiIiIiWaRSpUp4eHgkWbb++5m9WJ04Ezz31C6ntX23uwN5mzZtiIuLY/ny5Wlq4/bt2xw/fpwaNWpw/fI5bp3bj8UJ3xvDMOjStBpWiyXxGLiXX36Zp556yuF9SVIK5CIiIiIikiVcXV2pXr16ksJuO647fnY8gQkcD7lGRFyMU9q/292BvHDhwlSpUoVFixalqY1du+I/PKhZsyZHjhzh+qG/MDNc5i4pA/DxdKPj45WIi4uje/fu5MuXjy+++MKh/UjyFMhFRERERCTL3F3YzWbaOXLnqlP7M4HDt53bByQN5ABt27Zl2bJlxMXFpbqNoKAgvL29KVOmDEePHiUghwcvPFErVWexp5YJDH6pOX4+nowaNYqgoCBmz56Nj4+P4zqRFCmQi4iIiIhIlgkMDOTUqVPcuHGD0NhoYuw2p/d5LSrU6X0EBARw5coVbLb452nXrh23bt1i06ZNqW5j586dVK9eHavVypEjRyhTpgyvdahLuaJ5sVoynsoNoF2DijSrVZqtW7fy8ccfM2TIEOrUqZPhtiV1FMhFRERERCTLBAYGArBjxw7spvOO9bqbLRP6CQgIwGazcf36dQBq1KhBvnz50lRtPaGgG8CRI0coW7Ysbq4uTHq/E6UK5c7wfvLmtcsw6MVmhIaG0r17d2rWrMmQIUMy1KakjQK5iIiIiIhkmeLFi5MzZ062b9+Ol4ubw487S46Pi7vT+0ioTp6wbN1isdCmTZtU7yMPDg7m1KlT1KxZk8jISM6ePUuZMmUAyO7twfRBz9Dx8UoAaVrCbrUYuFgt9O3SgI9fa42L1cK7777LlStXmD17Ni4uLml4SskofbdFRERERCTLGIZBYGAg27Ztw8PqSkFvP86H33Zqn2X98jq1fUgayKtXrw7EL1ufMWMGR48eTQzXKdm5cycQX9Dt+PHjmKZJ2bJlE9/3dHflgxea0bRmad4ePZNYl+xYDAN7MgXxTLsdw2JgGAZ1KxXjracbUCwgJwDz58/n22+/ZcaMGZQsWdIhz54RR89dY/O+Mxw+c4UT528QFROHq4uFwvlyUL5oPqqXLUitcoWxOGDJ/sNAgVxERERERLJUYGAgkydPxjRNquUsyKWIO06rtO7n5klej2xOaftuefLkwWKxJCns1rRpUzw8PFi8ePEDA3lQUBDZsmWjZMmS/P777wDJ3lO9TAGC5n1KoVKVeGfERA6euszRs9cIj4rBbrdjxkYRGXyB3j260qlpdfLlzJ547+XLl+nZsycdOnTg5ZdfdtCTp8/6XSf4fsl2Dp6+khi27fb//R24fCOEHYfOM3PJNvLnyk63ljXo1LgKLtZ/96JvBXIREREREclSgYGB3Lx5k9OnT9OyQDkWnTvglH6shkGbQhUxnHjOeWJfViv58uXj4sWLia95eXnRrFkzFi9eTL9+/e57f1BQEDVq1MBisXDkyBFy5cpFzpw577luwoQJxMbG8vbrL9K3S4PE1997732mTZtKTEwM48ePp/fTjye5z26306NHD1xdXfnmm28y5XuSnFshEYz+cTXrdp5I3BN/dxBPYAI2e/ze/ys3QvhszjoWbzzAyNeeoESBXJk5ZIf6d3+cICIiIiIi/3q1atUCYPv27TTOX5pcHt5O6cdmmjxXooZT2k5OgQIFksyQQ/zxZ3///Tc3b9687713F3S73xL3iRMn4ubmRu/evRNf279/P19++QVFihShWLFivPnmm/fcN2XKFFasWMH3339PrlxZE2jPXblFt+Gz+Gv3SYBkl9snJ+GqExdu8MLIOWw9cMY5A8wECuQiIiIiIpKlcufOTfHixdm2bRsuFgtvlW/k8D6shkGLAmUpmT23w9tOyT/PIgdo06YNdrudZcuWpXjf9evXOXfu3D0V1v9p9+7dXLx4kbZt22K1WgEwTZPevXsTEBDA0aNHGTt2LG5ubknuO3jwIAMGDKBv3760bNkyo4+ZLlduhvLamHkEh0QkOyOeGja7SWycjfcmLmDX0QsOHmHmUCAXEREREZEsFxgYyPbt2wF4ulh1AnMVwWo4Jq4YgLeLOyOrtXZIe6mVXCAPCAigZs2a9z3+7O6CbqZppjhDnrDs/bPPPkt8bdasWWzcuBE3Nzfq1avHU089leSe6OhounfvTrFixRg7dmy6ny0j7HaTYd8s43ZoJLZ0hvEEpglxdjuDpi4hNCLKQSPMPArkIiIiIiKS5QIDA9m1axexsbFYDIP/BLbH390LqwP2NhuGwfjaHcnppKXwKUkukEP8svXly5cTExOT7H1BQUH4+flRvHhxLl26RFhY2D0z5FFRUfz111+ULl2aokWLAnD79m369+9P7dq1OXnyJJ9//vk9e8OHDh3KwYMH+emnn/D09HTMg6bRH+v3sfvohQyH8QSmCbfDIpnw818OaS8zKZCLiIiIiEiWCwwMJCoqigMH4gu65ffyZXajF/B3905/KLebmHE2+gcE0jBf5h/pFRAQwLVr14iNjU3yetu2bQkJCWHDhg3J3pewf9wwDI4ePQpwTyD/5JNPsNlsDBkyJPG1IUOGEBERwdmzZ+nSpQt16tRJcs+6dev47LPPGDVqFFWrVnXAE6ZdXJyN6Qs2O7xdu91kyd8HuXj9jsPbdiYFchERERERyXLVqlXDarUmLlsHKJYtJwub9aRx/lJA/HnaqWUARbP54/7dOkY/34vg4GBHD/mBEs4iv3LlSpLXq1atSsGCBVNctp5QYR3i94+7urpSrFixJNd8/fXXeHl50b17dyB+mfvUqVNp0KABN2/eZPTo0Umuv3XrFi+88AKNGjXivffec8jzpcdfu09yKzTSKW0bFoM/1u11StvOokAuIiIiIiJZzsvLi8qVK7Nt27Ykr+fy8GFK3afpHJOH6DPxwdZiJh/OXf675zyXhzfvVmzMkhZvsPir77l9+zbPPPMMcXFxzn+QuyQE8n8uWzcMg7Zt27J48WLMf1QWv3z5MhcvXkxS0K1kyZK4uPzvxOp169Zx48YNnn76aQzDwG6306tXL8qUKcPGjRvp06cPJUqUSNJu7969CQ0N5YcffkgsAJcVVm0/mnjOuKPZ7SbLtx5xStvOokAuIiIiIiIPhbsLu93NMAyKhMLFQdP5tfHLlL4Yjf3wefJ5ZsfPzZNc7t7UzFWYF0oGMq3e02xo/Q5vlH0MN6sLxYoV49dff2XdunX0798/U58npUAO8cvWT58+zaFDh5K8fndBN0j+yLNBgwYBMG7cOABmzJjB9u3bKVOmDC4uLkmWsQPMmTOHn3/+ma+++orChQs74MnSb//Jy+muqp4a126FcTvMOTPwzuDy4EtEREREREScLzAwkOnTpxMaGkq2bNmSvBceHo63tzdVchYgfPEWqvj68sfwt1PVbuPGjfniiy/o06cPVapU4aWXXnLC6O+VM2dOXF1duXjxYrJj8vb2ZtGiRVSoUCHx9Z07d5IzZ06KFCkCxM+QP/fcc4nv3759m+3bt1O1alVy587NjRs3GDRoEB06dGDx4sWMGzcOf3//xOvPnj1Lr1696NatG127dnXi0z5YWGQ0126FOb2f4+euU6t81n7wkFqaIRcRERERkYdCYGAgpmkmzhLfLSwsDG9v78T3E/ZYp1avXr149dVXef3119m6daujhnxfhmGkWGndw8ODFi1a3LOP/O6CbhEREZw7dy7JDPmQIUMwTZOPP/4YgA8++AC73U54eDiFCxemd+/eidfabDZeeOEF/Pz8mDx5spOeMvXCI5OvKu9oYZHRmdKPIyiQi4iIiIjIQ6FcuXL4+Pgku2w9YYb85MmT3LlzJ82B3DAMpkyZQq1atejYsWOys9bOkFIgh/hl61u3buXatWsAmKaZGMgBjh07Bvyvwrppmvz444/4+vrSpk0btmzZwrfffsuLL77IqlWrGDNmDO7u7ont/+c//2Hjxo38+OOP+Pn5OfEpU8fqpL3j/2Sx/Hti7r9npCIiIiIi8kizWq3UrFnznsJu8L9AnjB7ntZADuDm5sbvv/+Oi4sLHTt2JCoqKsNjfpD7BfInn3wSgKVLlwLxe82vXLmSZP84kDhDPn/+fEJDQ+nRowdxcXH06tWLGjVqsHHjRmrXrk2XLl0S2961axdDhw5l4MCBNGrUyGnPlxbZvT0yJZTn8s3c8+YzQoFcREREREQeGikVdgsPD8fHx4edO3dSqFAhcufOna728+bNy4IFC9i/fz+vvfbaPVXOHa1AgQIpBvI8efJQp04dFi1aBMQvVweSHHmWJ08ecuTIAcDw4cMxDIOPPvqIadOmsXfvXtq1a8euXbv4/PPPMf57XntERATdunWjUqVKjBw50qnPl1qxsbFs3bIZT0vsgy/OAIvFoGShXE7tw5EUyEVERERE5KERGBjIhQsX7gmxd8+QJ8wgp1eNGjWYOXMms2bNYvz48Rlq60HuN0MO8cvWV65cSVRUFEFBQeTJk4eCBQsC8TPkCcvVL1++zIEDB6hbty7h4eEMGTKEl19+mRkzZtCpUyfq16+f2OaAAQM4c+YMc+bMwc3NzanPdz+nTp1i2rRpdOjQgZw5c9KoUSMundgLZurPk08Lw4BSBXPj7vrvqV2uQC4iIiIiIg+NwMBAAHbs2JHk9bsDeXqWq//Ts88+y8CBAxkwYAArVqzIcHspCQgI4NatW0RGJn8UV9u2bQkPD2f9+vWJHzYkzHQfOXIkcbl6wpFtY8eOpX///ri5uREQEMDly5cZM2ZMYntLly5lypQpfPbZZ5QrV85pz5WcsLAwlixZQp8+fShVqhQlSpSgb9++BAcHM3DgQHbs2MEf334GhnNiqGlCx8crOaVtZ1EgFxERERGRh0bBggXJnz//PcvWw8LCsNvt6SrolpJRo0bRqlUrunbtyvHjxx3S5j8lnEV++fLlZN+vUKECRYsWZeHChRw8sYearctwJGQrR+9s45b9ImXKlcZut/P777+TJ08e4uLimD17NkOGDGHixIn07t2bkiVLAnDt2jV69OjBE088Qa9evZzyPHez2+3s2bOHsWPH0qRJE/z9/Wnbti1//vknTZs2Zf78+QQHB7NhwwY+/PBD8uXLx5djRxB+8zym3fGz5J7urrSqk7kfQmTUv2cuX0REREREHnmGYRAYGHhPYbfw8HBcXV2B9BV0S47VauWnn36idu3atGvXjm3btpE9e3aHtJ0gIZBfunSJ4sWL3/P+zZiLdB1dH3v+07zSuyZwgl/OfQpAj9m1iTD/Zty2A5Rulot21V+gd+/e1K1bl2PHjmGxWBg6dCgQX4G9Z8+e2O12Zs6cmTjL7mjXrl1j1apVrFixgpUrV3L16lW8vLxo3Lgxn3/+OS1btqRUqVJJ+r9x4wajR49mypQp+Pj40PPtQaw5beDo7ftvPd0Qb8+sW6KfHgrkIiIiIiLyUAkMDGTs2LHY7fbEI6zCw8MBMlTQLTm+vr4sXLiQ2rVr061bNxYsWIDVanVY+3cH8ruFxd1i2aWvORyyGc8KBhjJB0nTsBPldZNOo6tBzGGsQXfo3/MTunTuwpgxY8iZMycAM2bMYNGiRSxYsIB8+fI5bPwxMTFs2bKFFStWsGLFCnbt2gVAlSpVePHFF2nZsiX169dPctxagpCQEMaPH59YcG7QoEG8++67ZM+enUm/bGDW8iCHhHKrxaByqQI89XjljDeWyRTIRURERETkoRIYGEhISAjHjh1LLGoWHh5OVFRUhgu6JadMmTL8/PPPPPnkkwwbNoxRo0Y5rO3s2bPj5eWV5NzzY6E7mH9+PDH2/+4rN+6fSi3W+Nlmu0ssncdWZ8PB7yhWqgh9+vSJb+/YMd555x169uxJ+/btMzzmkydPJgbwtWvXEhYWRq5cuWjRogVvv/02zZs3J3/+/CneHxkZyZQpUxgzZgzh4eH06dOHgQMHkivX/6qfv/lUfU5dusmmfWcyVOneajEIyOXL2F5tsGTSOeeOpEAuIiIiIiIPlYTQvX379iSBPCIiwmHL1f/piSeeYOzYsQwYMIDKlSvzzDPPOKRdwzCSVFo/eGcjf5z/jPgImrYgmhA4fcuavPpDAwxXO7GxsXTv3p0CBQowYcKEdI0xLCyMdevWJYbwEydO4OLiQt26dfnggw9o2bIl1atXT1ytkJLY2FhmzpzJRx99xLVr13jllVcYOnQoBQoUuOdaFxcr4/q0Y/g3y1i1/RiGQZpnyw2gRMFcfPneU+TI7pW2mx8SCuQiIiIiIvJQ8fPzo2zZsmzfvp0XXngBgNDQUGJjY50WyAH69evH3r176dGjB6VKlaJ69eoOaTchkJ8LP8Qf5z/HTGMQ/yeL1SDG6za/nh/LsZl2du3axebNm/H29k7V/Xa7nb179yYG8E2bNhEbG0uxYsVo2bIl//nPf2jSpEmq99PbbDbmzp3LsGHDOH36NM899xwjRoxILDaXElcXK6PeeJIGVUsw9sc1RETHpmq23GoxMIFX29Whx5OBuLg4botBZlMgFxERERGRh87dhd3i4uKIjY0FHFfQLTmGYfDNN99w9OhROnTokHgueEYFBARw5fol5l9w3JnnJnZOhe1m6aF9DB8+PPG4uJRcu3aNlStXJhZju3btGt7e3jRu3Jjx48fTsmVLSpYsmaZicKZpsmjRIoYMGcKBAwdo3749CxYsoFKl1B89ZhgGT9QtR91KRVm88QDzVu/hanAoAC7W/83Ix9niq7J7e7rRsVElOjWuQsE8fqnu52GlQC4iIiIiIg+dwMBAfv75Z8IjgomIvk6eAi64Wf0cWtAtOZ6ensyfP5+aNWvSqVMn1qxZg5tbxip3BwQEEFf6LCGx1zM8O343027y5KBKvF2xzz3vxcTEsHnz5sRZ8N27dwNQtWpVevToQcuWLalXr16yxdhSY+3atQwePJht27bRuHFjtmzZQp06ddL9LH4+njz/RC26tazJuau3OHT6CqcvBRMdG4er1UKB3H6UK5aXkgVz4fovnhH/JwVyERERERF5aJimye2o7VRqupsZKwqw7WpdMODnv+OPDNt0vhG+7tXJ69OGXJ6PYxiOD2cFCxbkjz/+oHHjxrz11lt89dVXGWovoFA+3AN9HRrGAQyLgdXd4GDoeuq6d0wsxrZ8+XLWrVuXpBjbO++8Q4sWLTJcgX3btm18+OGHrFmzhsDAQFavXk3Tpk0d80DE75Mvmt+fovn9Hdbmw0yBXEREREREHgo3I/7iWPCnRMadAQ8rBYvdOzMdbbvCtYgVXItYips1DyVyvE8+7/YOP3e7Xr16TJs2jVdeeYUqVarw5ptvprutbGVshGd3deDo7mKaLDv2I8/X6c/JkydxcXGhXr16DBo0iJYtW1KtWrUHFmNLjQMHDjBkyBAWLlxIhQoVWLBgAe3atXPaeef/XyiQi4iIiIhIlrLZIzh282Muh/8BJIRH2/3uACDGdp3DNwZyLXwp5XKNxs2a06Hjevnll9mzZw9vvfUW5cuXp1GjRulqx8gdii3WjtU148H43sbBJbuNVh2b0Pyxz2ncuHGqi7GlxsmTJxkxYgRz5syhWLFizJo1i2effdahZ7X/f+aEvxEiIiIiIiKpE2cPY/eVl7gcvuC/r9jTcHf8EvCbkX8TdPlpouOuOnp4fP755zRs2JDOnTtz5syZdLUR4XndOWH8Ln2Hvkz79u0dFsYvXrzIm2++SdmyZVmzZg1Tp07l8OHDdO/eXWHcgRTIRUREREQkS5imjb1XXyckZj9pC+L/ZCM67jK7rjxPnD3MUcMDwNXVlV9++YVs2bLRvn17wsPD09xGBLccOqZ/MrAQHHPFIW3dvHmT/v37U7JkSX755Rc+/fRTTpw4wRtvvJHh4nZyLwVyERERERHJEudCvuNOdBAZC+PxTGxExp3nRPBnGR/YP+TMmZOFCxdy8uRJXnrppVSdlX03+32X32ecAdjMuAy1ERoaykcffUSxYsX46quvGDBgAKdOnaJ///54eXk5ZqByD+0hFxERERGRTBcZe55TtyY4uFU7l8J+Jp9PG/w8ajq05UqVKjFr1iyeeuopRo0axZAhQ5L2bLdz5coVzp49m/h17tw5zp49S7Vh4OrlvLlQExNXS/qOL4uMjGTatGmMHj2a0NBQevfuzQcffOD04+UkngK5iIiIiIhkuguhsx1+DBiAgZVzd751eCCPjo6mUqVKvPDCCwwdOpQDBw7g6emZGL7Pnz9PbGxs4vW+vr4ULlyYIkWKQKg7pme00yqSm5jkci+YpntiY2P5/vvvGTlyJFeuXOHll19m6NChFCpUyCljlOQpkIuIiIiISKay2SO5FPor96+knj4mNm5EriMq7jIeLvlTfV9ISEiS2e27Z7jPnj3LlStXkixV/+WXX6hUqRJly5alZs2aieE74cvX1zfx2uWXv2HbtcXgxFpo+T1KpOo6u93OvHnzGDZsGCdOnODZZ59l5MiRlCpVynmDkxQpkIuIiIiISKYKid6LzUx7cbTUMwmO3ERAts7xvzNNrl69mmzQTvi6c+dO4t2urq4UKlSIwoULU6ZMGVq0aJEkbPv5+dGkSRPCw8OZNm0a/v7+9x1NSZ/qbL+52ClPamCQz6M4Xi73r65umiZLlixhyJAh7Nu3jzZt2vDbb79RpUoVp4xLUkeBXEREREREMlVozEHi60tnvJhbcuw2g0UrJvH7118nBvDo6OjE9318fBLDdf369XnuueeSzHDny5fvgUd7LVy4kFq1avHMM8+wbNkyXFxSjlYlfKphRHlgd4vEsDh22bqJSe6Qive9Zv369QwePJgtW7bQqFEjNm3aRL169Rw6DkkfBXIREREREclU4bEnMTCcsIM8nsVq4uJ1HT+/ClSuXDnJ7HbCDHdG93MXK1aMX3/9lebNm9O/f38mTEi5QJ1hWMh3uyqX823NUJ/3MA0ibsXSpcVrtHtyKZ988gnlypVLfHvHjh18+OGHrFq1ipo1a7Jy5UqaNWvmtL3sknYK5CIiIiIikqlsZpRTCrrdrUrVsrz6669O7aNx48ZMnDiRvn37UqVKFV566aUUr63g/Tjbdi+lSLVcmI5aGWCYvFLlY8p9/QzDhw+nYsWKvPDCC3Tr1o2pU6cyf/58ypcvzx9//EGHDh0UxB9COodcREREREQylQVX4k/Pdh7DcHNq+wl69+7Nq6++yuuvv87WrSnPgAcEBLDpy734GdH4WqJwN2JTvDY1TNOkqk8LSvnW4MUXX+To0aMMHTqUuXPn0rx5c9asWcOXX37Jvn376Nixo8L4Q0oz5CIiIiIikqk8XQs7uQcrXq7FnNxHPMMwmDx5MocOHeKpp54iKCiIgIAAAOz2SG5HLOJ2xHwirXv45Q9fYH/ivVF2F4Jt3pyNycmVOF9S/SGFCYdXXGPZ77NptPx5IiIi+OSTT/jmm2/w9/enefPm/PXXXwwaNIirV6/Sr18//Pz8HP7sknGaIRcRERERkUyVza0izjjyLIHdHseP09fz2WefsX///iTHlTmDu7s7f/zxB1arlY4dOxIZGc71kK85fKkaF2+9T3j0Juxm2D33eVjiyOdyh7rep2iV7QABLrfu24/lv/9rnLc7/ZtM4eiRo5QrV47ixYvz888/88knn3Dq1CkWLVrE6dOn6dOnD+PHj6d48eKMHTuWiIgIZ30LJJ0UyEVEREREJFP5ulfFcOJiXYvF4MIJL4YNG0blypUJCAjgxRdfZM6cOVy7ds0pfebNm5cFCxZwI/gAG3bX4sqdj+8K4Sl/IJBQdN3DiKW292lqeZ7C5R8fVlj+G9sKepWlZ8mJVPV8gmVLlxMbG8vly5fx9/dn9+7dDBgwAC8vLwD8/f0ZM2YMJ0+epGvXrgwZMoSSJUsybdo0YmJiHP78kj4K5CIiIiIikqlcrb7k8W6Nwf2PFksfC9ndqzJ75hqCg4NZtWoVzz//PHv37qV79+7kzZuX6tWr88EHH7B27dokx6FlVMXKfvy2vCB58t958MX/kLDFO8D1Ng28j+FKHBas5PMoTq2cbXij5GS6Bozg568WUKJECT7++GN69uzJqlWriIyM5Omnn+b27dv3tJs/f36mTp3K0aNHadq0Kb1796ZcuXLMnj0bm815qxQkdRTIRUREREQk0xXK/gKmU5at2ymcvQcAHh4eNGvWjHHjxrFnzx4uX77MrFmzqFixIt9//z1NmzbF39+f1q1bM3HiRA4fPpzu5e1xtpucutYFF7coXFzSX0DNYoCfSwydchl8UO4nXis5kaa5X2LxnFWULl2afv360a5dO44fP86ECRNo1qwZq1ev5vjx47Rs2TLZUA5QvHhxZs2axd69e6lUqRLPP/88VatWZdGiRU5f0i8pUyAXEREREZFMl929EgWzdcexkcSKv2dDcnu1TPbdfPny0b17d3788UcuXbrEnj17GDFiBLGxsXzwwQeUL1+ewoUL88orrzBv3jxu3ryZ6p4v3fqQOPtNHLM33kZ07F5uhn3LvHnzKF++PK+++ir16tXj4MGDzJgxg8KF/1cYr3r16qkK5QCVKlViwYIFbNmyhdy5c9O+fXvq1avHunXrHDBuSSsFchERERERyRLFc7yHh0sBcMjSdSsuFi/K5fwkVUd8WSwWqlSpQv/+/Vm1ahXBwcEsW7aMLl26sG3bNrp27Uru3LmpVasWQ4YMYcOGDSnuvQ6JXMOdyCU4ulDdpeAxvD+gG6VLl2b37t3MnTuXMmXKJHtt9erVWbNmTapCOUCdOnVYs2YNK1euJC4ujiZNmtCiRQuCgoIc+gxyfwrkIiIiIiKSJVws3lTL+z1u1pxkLJRbsRoeVM37Pe4uedPVgpeXF61atWL8+PEcOHCACxcuMHPmTEqWLMlXX31Fo0aNyJkzJ+3atWPKlCkcP348can39ZCpGRx/8gwDFix9hSVLllC1atUHXl+tWrXEUN6iRYsHhnLDMGjevDnbt2/n999/58KFC9SqVYvOnTtz+PBhxzyE3JcCuYiIiIiIZBlP14LUzP8L2dzKpbMFAw+XAGrk/4ns7hUdNq4CBQrw0ksv8fPPP3Pt2jWCgoIYPHgwoaGhvPvuu5QuXZrixYszcHA3ImK24Yxj3KxW8PRdj90emep7EkL5iRMnUhXKIT6YP/XUU+zfv5/vv/+eoKAgKlasSI8ePTh79mwGnkAeRIFcRERERESylIdLfmrm/wXPiG5ER9kxTbDbUy40ZpommAYGVgpn70HtgCX4uJV12vgsFgs1atRg0KBBrFu3juDgYBYvXkzbtm2Jtm2571gzym6GExm7P033JITykydPpjqUA1itVl588UWOHj3KxIkTWbp0KaVLl+btt9922nFx/98pkIuIiIiISJYzDCtjBu1kYFeDQxsrcuGkSfJxxeDKeTtHt5amXsG/KOk/EKvFI1PH6uPjQ5s2bfjyyy95f0A7LIbzzlQHg8iYfWm+q1q1aqxevTrNoRzA3d2dvn37cvLkSYYNG8YPP/xA8eLFGTJkSJrakQdTIBcRERERkSy3a9cuFi1aRP/3h7Lgh9ssmlaJRoX3UDP/r1TO8zWV80yjer6faFg4iI0/NeM/Hx7AzZorq4dNVOxRMJx5nreV6NiT6brz7lDevHnzNIdpHx8fPvzwQ06dOkWfPn0YP348xYsXZ9y4cURERKRrTJLUQx3IbTYbQ4cOpVixYnh6elKiRAk+/vhjnZMnIiIiIvKIGTlyJKVKlaJr167s3LmTGjVqYLW4k929Mrm8HieXVxP8PGrgYvGhY8eOnD59mv3707aU2xlMM8rZPWCa0em+OyGUnzp1Kl2hHMDf358xY8Zw8uRJunbtyocffkjJkiWZNm0asbGx6R6bPOSBfOzYsUybNo3Jkydz+PBhxo4dy7hx45g0aVJWD01ERERERBxk586dLFq0iGHDhnH27Fnu3LlDjRo1Ury+cePGZM+enfnz52fiKJNnGO7O7gHDcMtQCwl7yhNC+a1bt9LVTv78+Zk6dSpHjx6ladOm9O7dm7JlyzJnzhxsNmeuEnh0PdSBfPPmzbRv354nn3ySokWL0rlzZ1q0aMH27duzemgiIiIiIuIgI0eOpHTp0omz48B9A7mbmxtPPvnkQxHIPVxL4YwjzxLY7XHs2xvMiRMnMrRSuGrVqomhvEWLFukO5QDFixdn1qxZ7N27l0qVKtG9e3eqVq3KokWLtJo5jR7qQF6vXj3WrFnDsWPHANi7dy9///03TzzxRIr3REdHExISkuRLREREREQeTkFBQSxevJhhw4bh4uLCzp07KVSoELlz577vfR07dmTv3r2cPn06k0aaPA/Xytjtzpsdtlhg6KAfKFWqFHnz5qV9+/aMGTOGDRs2pHkftyNDOUClSpVYsGABW7ZsIXfu3LRv35769euzfv36DLX7/8lDHcg/+OADunbtStmyZXF1daVatWq88847dOvWLcV7Ro8eja+vb+JXoUKFMnHEIiIiIiKSFnfPjkP88vWaNWs+8L5WrVrh7u7OggULnDzC+1s8/zwWJ6YqAw+W/3mSpUuX8sYbbxAeHs6oUaNo1KgRvr6+1KxZk7feeouff/6ZM2fOPHCG2tGhHKBOnTqsWbOGlStXEhsbS+PGjWnZsiVBQUEZbvtR91AH8l9++YU5c+bw008/sWvXLn744Qc+++wzfvjhhxTvGTRoEHfu3En8On/+fCaOWEREREREUmvHjh0sWbKEYcOGYbVaMU0zsaDbg2TLlo1mzZpl6bL1devW0fPlURw+ADab45dqx8WZ/DLnDp98/BnlypXjo48+YvXq1dy+fZs9e/YwadIkKlSowLJly3juuecoVqwYBQoUoFOnTnz++eds3ryZqKh7i85VrVqVtWvXZnhP+d0Mw6B58+Zs376d33//nfPnz1OrVi06d+7M4cOHM9z+o+qhDuT9+/dPnCWvVKkSzz//PO+++y6jR49O8R53d3eyZ8+e5EtERERERB4+I0eOpEyZMomz4ydPnnxgQbe7dezYkU2bNnHt2jVnDjNZZ86coUuXLhQuXJgZk29htRoO78PFxYqPy7PMmjWLEiVK8Mwzz7B9+3asVitVqlThjTfe4IcffuD48eNcu3aNhQsX8uKLL3Lz5k2GDh1K/fr18fX1pW7durz33nv89ttvXLx4EYAqVaqwdu1aTp8+7bBQDvHB/KmnnmL//v1899137Nixg4oVK/Lyyy9z9uxZh/RxN9M0CY+MITQiiti4f19huYc6kEdERGD5x/oPq9WK3W7PohGJiIiIiIgj7Nixgz///DNxdhxIVUG3u7Vr1w6AxYsXO2eQKQgPD6dDhw64uLhw9uxZGj/2IeF3KhIX58hZcoM82d9mQL8vOXfuHJMmTWLXrl3Url2bBg0asHDhwiS5KHfu3LRr147Ro0ezfv167ty5Q1BQEJ999hnFihVj/vz5dOnShYIFC1K4cGG6du3K+vXr+fLLLx0eyiE+t7300kscO3aMiRMn8ueff1K6dGnefvvtDH+AcuHabab9sYnXxvxCozcn83ivyTTpPZX6r31Bpw++Y8Q3y/lr90ls/4Lc+FAH8rZt2zJq1Cj+/PNPzpw5w/z58xk/fjwdO3bM6qGJiIiIiEgGjBgxgrJly/LMM88kvpbagm4JcufOTf369TN12bppmrzyyiscO3aMmJgYmjdvTkhIKG2briI6yhXTdETEsuLhWp7c2fsC4O3tTa9evThy5Ajz58/HNE06dOhA2bJl+eqrr5It7ubq6kqNGjXo27cvP/30E6dPn+bSpUv8/vvvPP3005w/f56BAwfSvXt3wsLC2Lt3L+XKlWP27NlcvXrVAc8Qz93dnb59+3Ly5EmGDRvGDz/8QPHixRkyZAh37txJU1tnLgfz9vg/6DhwJt//uZ3dRy8QGf2/c9BNE85dvcXyrYfp9+VC2rz/DX+s24fd/vBWfn+oA/mkSZPo3LkzvXr1oly5cvTr14/XX3+djz/+OKuHJiIiIiIi6bR9+3aWLl2aZHYcUl/Q7W4dO3Zk1apVhIaGOnqYyRo7dizz5s2jaNGiuLu7ExkZybhx4+j//mi87V8SFmojY0dyW3FzKUqx3D9h+cf541arlQ4dOvD333+zZcsWqlSpQu/evSlcuDDDhg17YJDOnz8/Tz31FJ999hmbNm3izp07bNmyhTFjxvD4449z/fp1nn/+efLly0eJEiXo3r07U6dOZffu3cTFxWXkofDx8eHDDz/k1KlT9OnTh/Hjx1OsWDHGjRv3wGrxpmkyZ8VOnhv6I9sOxi97v1/Itv33vRu3wxn942reHPcrV25mzt+PtDLMR/yguJCQEHx9fblz5472kz/Cdu3aRY0aNcj34kTc85V0Sh/RV05w5Yd32LlzJ9WrV3dKHw+t8HDw8Yn/dVgYeHtn7XhE/uX0s8mx9P0U+fdp3bo1Z86cYf/+/YmB3DRNcuTIQf/+/fnwww9T3daZM2coVqwYv/zyC126dHHWkAFYunQpbdq0oW7dumzdupWcOXNiGAbz5s2jRIkS1K1bl4pV/JgwPSdx9lNAWqKWAZj4eDSikP9kXKw5UnXXqVOn+OKLL/j222+Ji4vj+eef57333qNcuXJpfr69e/fSuHFj/Pz8aNGiBbt27UoM497e3gQGBlKvXj3q1q1LnTp1yJkzZ5r7SHDp0iU++eQTvvnmG3Lnzs2wYcN45ZVXcHV1TXKd3W4y+odVLNhwIN19WS0Gvj6efP3B0xTN75/udtIitT+bHuoZchERERERebRs27aNZcuW3TM7ntaCbgmKFi1K1apVnb5s/dixYzz33HPUqFGDzZs3A1C6dGl2795N5cqVadmyJS4uLsz8ZiVlAlaRJ/vbGLhjmvefzTXN+GJwVsOXgv7jKZprdqrDOEDx4sX54osvOH/+PCNGjODPP/+kfPnytGnThnXr1j3wGLS7ValShXXr1hESEsKOHTtYvnw5ISEhbNy4kWHDhuHr68uMGTNo06YNuXLlomzZsvTo0YNvvvmGAwcOpKnWV0BAAFOnTuXo0aM0bdqUXr16UbZsWebMmZOknS9/2ZChMA7xM+Z3wiJ5Y+wv3LgdlqG2HE2BXEREREREMs2IESMoV67cPbPZaS3odrcOHTrw559/EhMT45Ax/lNISAjt27cnR44c7Nu3D4C+ffuybt06cuTIQbt27bh27RorVqwgICAAi+FGXt9+lMq7ncn/ieXQ/lhiY+9tNyLc5Prl/BTyn0TZAjvJ4f00hpG+au05cuTggw8+4MyZM3z//fecO3eOJk2aUKNGDX766SdikxtAMhKqr589e5bmzZsTGRnJY489xoABA5g/fz6XL1/m5MmTzJ49myZNmrL36Fk+/OxbnugxiNKPP0eDLn3p8f4oZv68gOs3bj6wv+LFizNr1iz27t1LpUqV6N69O1WrVmXx4sVsO3CGOSt2puv78U82u8nt0Eg++W5Vmj6kcDYFchERERERyRRbt25l+fLlDB8+PMnsOKS9oNvdOnbsSEhICOvWrXPUUBPZ7Xa6d+/OuXPnuHLlCrGxscyYMYOJEydiGAbPPvssu3btYsmSJZQpUybJvX+t38k3k6/xXNvr9OtZgk4truPv9i3F88yndL6NjBpQjTFDfPHz7ojFcHfIeN3c3HjxxRfZu3cvK1euJHfu3HTr1o3ixYvz2WefpaqQWuXKlZOE8uDg4MT3DMMgu38ewr2LccKlItYybShS72kCKjfBv0QtoryLsP+mB9NWnqLF219RtdVLvNizN9999x1HjhxJMQxXqlSJBQsWsGXLFnLlykX7jk/RZ8xs0vn5RLJsdpNN+06zcttRxzWaQQrkIiIiIiKSKUaOHEn58uXp3LnzPe/t3LkzXbPjEB/mihcv7pRl6yNGjGDx4sXExMQQFRXFnDlzeOWVVzBNk969e7NkyRJ++eUX6tSpc8+9c+fOxdfXF4CYaBt5cwVSIG9LvN1r4e5ajMcea8jmzZtTPXudFoZh0Lx5c1asWMG+ffto1qwZgwcPplChQrz//vucO3fuvvffHcqbNWtGcHAwdrvJb2v30mHATL5dtI1boZGJ19vtJiYGGJbEWX4XN09c81fiYExRBk+YTbnyFciVKxdPPvkko0aNYu3atYSFJV1CXqdOHdasWcOnk2eDiyeOnsw2DPh28baHZpZcgVxERERERJxuy5YtKc6Om6aZrgrrCQzDoEOHDveczZ1Rv/zyS+IJT3FxcYwaNYpnn30WgI8++ojp06fzzTff0KZNm3vujY6O5o8//sBqtWKxWNi1a1fiuekJGjRoQEREBLt373bYmJNTqVIlvvvuO86cOUOfPn2YOXMmxYsX57nnnkvcKpCchFB+/vx5mrVoSe9x8xg7aw3RsXHYUx1oDQyLlYI1nqTje5N5o/db2Gw2/vOf/9C0aVN8fX2pVq0avXr1Yvbs2Zw8eRKA/ZdjsFgcOD3+X6YJpy/dZN+JSw5vOz0UyEVERERExOlGjhxJhQoVkp0dT29Bt7t17NiRK1eusG3btowMM9GaNWt49tlnMQwDLy8v2rRpw6BBgwCYPn06I0aMYNSoUfTo0SPZ+1euXMmdO3e4ffs2+fLlIzIy8p5AXqNGDTw9Pdm4caNDxvwgAQEBfPrpp5w/f54JEyawdetWatasSePGjVmyZEmyH2ZUrlyZZStWEhvwGDuOXMhQ/5duRXHCXpRf/1hAcHAwBw4c4KuvvqJatWqsW7eO559/npIlSxJQuDjHzl3HWceHWy0W/t572jmNp5ECuYiIiIiIONWWLVtYsWIFw4cPx2K5N4JkpKBbgrp165InTx6HLFtfvHgxLVu2xGKxULZsWXLnzs0PP/yAYRgsXLiQN998k969eycG9OTMnTuXIkWKYLfb8fX1pXTp0vfsMXdzc6NOnTps2LAhw2NOCx8fH/r27cvx48f59ddfiYqKom3btlSoUIHp06cTGRmZ5Prle6/jmasQhpGx+Gizm5y9HMyw6csxDIMKFSrQs2dPZs6cyeHDh7l58yZ//vkn7Z55KUP9PHgcdg6dvuLUPlJLgVxERERERJxqxIgRVKxYkU6dOiX7fkYKuiWwWq20a9eO+fPnp3t/sGmajB07lvbt22MYBs888wzHjx9n3rx5+Pv7s2nTJrp27UrHjh354osvUqyIHhERwcKFC8mVKxcAly9fpn379sle27BhQ/7++2+HLrVPLavVSufOndmyZQubNm2ifPnyvPHGGxQpUoSRI0dy/fp1tuw/w8INBxy2l9tmN/l77ymWbTl8z3v+/v60bt2ax5o+6ZTl6nc7fv66U9tPLQVyERERERFxms2bN7Ny5coUZ8chYwXd7taxY0dOnDjBoUOH0nzvnTt36NSpEx988AEAQ4YMYc6cOYwbN47atWtz6NAh2rZtS2BgILNnz75nH/zdli5dSnh4OFeuXMEwDG7fvn3PcvUEDRo0IDg4OF1jdqR69erx+++/c+zYMZ5++mnGjRtH4cJF6D9+rkMrnQMYwPif1hMTG5fs+1HRsVgc3ek/RKfQd2ZTIBcREREREadJmB1/6qmnkn0/owXd7ta0aVN8fHzSvGx9//791KpVi+XLlwPxYXzixIl06NCBd955hwsXLtCqVSsKFCjAwoUL8fDwuG97c+fOpWrVqly8eBE/Pz9y5sxJ3bp1k722Tp06uLi4ZNo+8gcpWbIkkydP5ty5c7z23lCicXN4pXMTuBMexbqdJ5J938XF4vA+/8mawodDme3hGIWIiIiIiDxyNm3axKpVq+47O+6Igm4J3N3dad26dZoC+ezZs6lduzYANpuN7t27s2LFCvz8/Jg5cya3b9+mVatWGIbB8uXL8fPzu297oaGh/Pnnn1SpUgWIrwDfpk2bFGfUvb29qVGjxkMTyBPkzJmTbIWrYHXS0nGLYbDgr/3JvheQyxebk5fwF8jt69T2U0uBXEREREREnGLEiBFUqlQpxdlxcExBt7t17NiRXbt2cfbs2fteFx0dTa9evXj++edp06YN4eHhVK1aFT8/P3bv3s0vv/yCh4cH7du35/LlyyxfvpwCBQo8sP9FixYRFRVFSEgIAMHBwSkuV0/QoEEDNmzY8NCcjZ1g99EL2JxU6txumhw4dRl7Mu2XLZrXKX0mcLFaqFA8v1P7SC0FchERERERcbi///6b1atX33d2HBxT0O1urVu3xs3NjYULF6Z4zblz52jYsCHffvstU6ZM4eLFi9jtdnr27MnkyZP57LPPqF69Ot26dSMoKIglS5ZQrly5VPU/d+5c6tWrl3j8mru7Oy1atLjvPQ0bNuTixYucOXMm1c/pbCHhUVy7FebUPqJi4jh39dY9rxfK40eObJ5O6zfOZqd6mYJOaz8tFMhFRERERMThRowYQeXKlenYseN9r3NUQbcE2bNnp2nTpikuW1+5ciXVq1fn6tWrbNq0if3797Njxw6+/PJL+vXrR6dOnejTpw99+vRh4cKFzJs3L8X93/8UHBzMihUraN26NZcuXcLDwyNxX/v91K9fH+ChWrZ+8054lvVjsRh0alzFaYXdsnu783j1Ek5pO60UyEVERERExKE2btzImjVrHjg77siCbnfr0KEDGzZs4MaNG4mv2e12PvnkE1q1akXNmjXZuXMnu3bt4quvvuKLL75g3Lhx5MyZk2+//ZZPP/2Ur776iq+//pq2bdumut/58+djs9kS95lHRUU9cLk6xB/3VbFixUw/j/x+7Jm0fD65JesAHR+v5JSjzyyGQecmVXFzdXF42+mhQC4iIiIiIg41YsQIqlSpQocOHe57nSMLut2tffv2mKbJkiVLgPiZ67Zt2zJs2DCGDx/On3/+yZEjR+jTpw+9evXi8OHD7Nu3j19++YVff/2VoUOH8tFHH/Hqq6+mqd958+bx+OOP89dffyW+1qZNm1Td27Bhw4dqhtzH0z1T+snmlXw/eXJk482n6ju0L4vFIK9/Nl56MtCh7WaEArmIiIiIiDjMhg0bWLt27QNnx8HxBd0S5M2bl3r16jF//nx27dpFjRo12Lp1K0uXLmX48OFcvnyZTp06UbduXRo0aMCkSZMYP348ly5d4vXXX+eNN95gyJAhaerz2rVrrFmzhqeffpq1a9cCUK1atVQVgoP4wm7Hjh3jypUraX5eZ8iTwwdvTzen9mGxGBQrkDPF959rWYMKxfI5rtK7CSNfa4Wnu6tj2nMABXIREREREXGYhNnx9u3bP/BaRxd0u1uHDh1YtmwZdevWJWfOnOzcuZNWrVoRGRlJx44dcXNz4z//+Q+vv/46Xbp0oVq1ajzzzDO0b9+eyZMnY6Rx//Jvv/2GxWKhevXq3Lx5E8MwHrh//m4NGjQA4ovhPQwMw6BCsXw4aRs3AMXy++N+n6XjLlYLE97pQIE8fhkO5YYBw19tSbXSD0cxtwQK5CIiIiIi4hB//fUX69atY8SIEQ+cHQfHF3RLEBkZybZt24iNjaVRo0b8/fffFC1aFNM0ef311zlw4ABz587lzTffJHfu3PTr14+2bdtSs2ZNfvrppxTPDL+fefPm0bx5c3bv3g3E749Pzf7xBAUKFKB48eIP1bL1lrXL4qyt5IZh0KrugyvX58juxbeDu1KpZEC6+rFaDDzdXRnTqy2t65VPVxvOpEAuIiIiIiIOMXLkSKpWrZqq2XFnFXQ7deoU9erVY8mSJRQsWJC8efPi4eEBwMSJE5k1axbffvstc+bM4eDBg0yZMoUuXbqQP39+Fi5cmHhtWly4cIGNGzfyzDPPJO5bz507N5UrV05TOwnnkT8sWtQug5eHc5Z3WywG7RpUTNW1ftk8+Xrg0/Tv3gR3NxcMeODMfcKMeu0KRfht9Es0qVkqgyN2DgVyERERERHJsLtnx1Oz3NsZBd2WLFlCjRo1CA0NZevWrfTo0YMlS5YQGxvL6tWr6devH/369cNqtTJ16lQ+/fRT+vfvj91uZ/ny5eTIkSNd/f7666+4urrSrl071q9fD0C7du3SvOy9YcOG7N27lzt37qRrHI7m4e7KK23rOLxdwzB4plk1/LN7pfoei8Xg6aZVWT7hdd7v1pii+f1J6bvr7eFGm8cqMGt4N7547yny5MjmmIE7wcNR611ERERERP7VRowYQbVq1VK9TNuRBd1sNhvDhw9n1KhRtGvXjh9++AE/Pz/sdjsff/wxc+fO5Z133qFZs2a88sorBAYG0rlzZxYtWsSFCxf4+++/KVgw/XuL582bR+vWrTl37hyhoaEAdO3aNc3tNGjQANM02bRpE61bt073eBzpuZY1WLX9KMfPX8eWwhFlaWGxGOTPmZ03n6qXrvt9vNx5plk1nmlWjfDIGI6eu8a14FBsdhNvTzdKFcpNQK7saf4wJKsokIuIiIiISIasX7+e9evXs3DhwlQHIUcVdLt+/TrPPvss69atY8yYMfTv3z9x/3rVqlUpXLgw77zzDjly5OD777+ndevW5M2bl9jYWLZt28bq1aspXz79e4tPnz7Ntm3b+Pnnn1mzZg0ALi4uNGzYMM1tlSxZkrx587Jx48aHJpC7WC18+uaT9Pj4Z0Ijo1M8Nzw1LIaBm4uVsb3b4uGW8aXw3p5uVC/zcBVpSysFchERERHJcrFxNk5euMGx89cJi4jGMAxy+npTrmgeCubx+9fMdv1/NWLECKpXr07btm1TfY8jCrpt3bqVLl26EB0dzapVq2jSpMk917i5uXHr1i3Wr1/PyJEjOXz4MB06dODXX3/ljz/+oH79jJ11PW/ePLy8vGjbtm3iues1a9bEzS3tR4YZhvHQnUcOUChvDr764Gl6jfuVkPCodM2UWy0G7m4uTHq/E2WK5HHCKP+dFMhFREREJEuYpsme4xf5be1e1gYdJ85mB+Jn0QDs/y3vnM3LnfYNK9KpcRUK5vHLquFKCtatW8dff/3FokWLUv3BSUJBt/79+6erT9M0mTp1Ku+++y41a9bk119/Tfa8708//ZQTJ04AsGDBAr7++ms6dOjAvHnz+Prrr1NVfO5B5s6dS9u2bXFzc0sM0s8991y622vQoAHvv/8+kZGReHp6Znh8jlKyYC5++uh5PvluFZv2ncYwDMxUlGA3ABOoVDKA4a+01L/hf1AgFxEREZFMd+VmCB/NXMmOQ+ewWowkM272f/xHfmhEND+t3MWc5Tt5tkV13nyqPh7uzqn8LGljmmbi7HibNm1SfV9GCrqFhoXQ77NXuRh3hA9WtsMjt8HMW72x3nYhh1teCniWoZhPZU5vus3QoUMZOnQokydP5uOPP6Z27dosWLCAESNG8Nprr6W57386cuQIe/fuZcSIEWzfvp3o6GgAunfvnu42GzZsSGxsLNu3b6dRo0YZHqMj5fLzYcI7HVi94xg/Lt3BkbPXsFgMMJP+uzUMA4sBNrtJkfz+PN+qJm0eqxB/rSShQC4iIiIimWrdzuMMm76M2DgbQKqWvybsW/151W7W7zrBF+89RdH8/k4dpzzY+vXr2bBhQ5pmxyF9Bd3spo0lh79ly80FFOjsQgGzGBgxxP33r0+cGcP16PPcjL7EnturicoRy+tftOW9l95l8uTJmKZJUFAQr732GsOGDUvTc6Zk3rx5ZM+enVatWjFu3DgA8ubNm+5q7QAVK1bE19eXjRs3PnSBHOLDdvPAMjQPLMPhM1fZdvAsh09f5cSF60TH2nB1sVI8wJ9yxfJRq1whKpcM0JaT+1AgFxEREZFMs3LbEYZ8vRSAVKx2vYdpmlwNDuXlT37m2w+7Uiwgp4NHKKllmibDhw+nRo0aaZodh7QXdLsedZ7vDgwl0v0mHn7W+BeN5P8C2Yn/oMcjuysBjWH83pfJXszKrV1xNGnShClTpjgkIJqmydy5c+nQoQMeHh4sXRr/97px48YZatdqtVK/fv2H6jzylJQrmpdyRfNm9TD+1XQOuYiIiIhkioOnrjB0+jJMM31hPIHNbhIRFUPvz34nLDLacQOUNFm3bh0bN25M9bnjd0tLQbdTd/Yx9XAfwl1uYBhGmvoyMbH4xPLSt7Wp0DyARo0a4eLimDnJ/fv3c+TIEbp27Up4eDg7duwAoGfPnhluu2HDhmzevJm4uLgMtyUPNwVyEREREXG66Ng4hn2zDEctXLXZTW7eDueLuX85qEVJi4TZ8Zo1a/Lkk0+m+d6dO3dSs2bNB1574Px2fjjxIabFhtUlfdHF4mLBsBh0+awGW0+vTFcbyZk7dy7+/v40a9aMv//+G7vdjtVqzfAMOcQXdgsPD2f37t0OGKk8zBTIRURERMTpflm9m/NXb6XruKSU2E2TBRsOcPDUFYe1Kamzdu1a/v7773TNjqe2oNu6DWv59sCHGC5gsWYsthgWA8OASi97c+LckQy1Bf9brt6pUydcXV1ZtWoVAKVLl3bIcviaNWvi4eHx0B1/Jo6nQC4iIiIiTmWz25m7aneGlqmnxGox+HXtHsc3LClKmB2vVasWrVu3TvP9DyroZpomn3/+OZ/+3ge/Ah5YrA5aV2GAZzZXfjs+IUPNxNpt/LllAxdjw2japT2xdhsLFy4ESPNe+pS4ublRp04dBfL/B1TUTUREREScavvBc1y7FeaUtm12kxVbj9CvW2N8PN2d0ocktWbNGjZt2sSff/6Zrtng+xV0CwkJ4eWXX2bJ8oUM+rs1hsWxn+JYXCxE57nErZgr5HDLl+r7LobfZt7pXWy8cpKjd64RZ9opMqEvQ+/sYuT8PUT3bEbOPUVo2bWTw8baoEEDpk6dit1ux2LRPOqjSn+yIiIiIuJUe45fxOrEQBFns3PkzFWntS//kzA7HhgYyBNPPJGuNlIq6HbgwAFq1arFqlWrmLxoJIaLE5ZUAKbN5O+L81N17bXIUN7a8htNlk1i+tHNHLx9hTjTnuSaONOOR/EAcrRvQK9TK+m75VeuRoZmeJwNGzbk5s2bHDmS8SX28vBSIBcRERERpzp8+gr2f4QYR7IYBofPXHNa+/I/q1evZvPmzenaOw4pF3T76aefqF27Nm5ubgQFBeFWLAIcVgIwKYuLhf3BDy4GuPT8QVqtmMqqS0cwia9ZcD+G1YIJrL50lFYrprLk/IEMjbNOnTpYrdZ/xfFnkn4K5CIiIiLiVBev33HK/vEEFovB1eAQ53UgQHyYHjFiBLVr16ZVq1bpauOfBd1iYmLo27cv3bp146mnnmLr1q2ULFmSS5HHAef9pYlzjyDKFp7i+z+e2M472/4gPC4GWxr/8tpMk4i4GN7bNp8fjm9L9xh9fHyoXr269pE/4rSHXEREREScKs6BldVT7MPmvBl4ibdq1So2b97MsmXL0l1J/O6CbufPn6dLly7s3r2badOm8frrr2MYBiGxN4mxRzpy6Mk6f+cYpfyr3fP6knMH+GTPCiD9Hwkk3Ddq70r83b1oW7hSutpp2LAh8+bNwzRNh1Rvl4ePZshFRERExKl8PNyc3odXJvTx/9nds+MtW7ZMdzsJBd327t1L9erVuXTpEhs3buSNN95IDJyZEcYBtgZtuue1K5EhDNn1p0P7GbLzT65EpG8FR4MGDbhw4QJnz5516Jjk4ZGuQF68eHFu3rx5z+u3b9+mePHiGR6UiIiIiDw6ShfJg9XivNm9OJudkgVzOa19gZUrV7JlyxZGjhyZoZnaoKAgfHx8aNGiBdWrV2fXrl0EBgYmucaCNaPDTZVNG7fc89qIXcuItsU6tJ8YexzDdy9N172PPfYYgJatP8LSFcjPnDmDzWa75/Xo6GguXryY4UGJiIiIyKOjXJE8DyyIlVFli+R1avv/nyXMjtepU4cWLVqku53g4GA2btzI4cOHGTp0KEuXLiVXrns/SMnm6o/hpIJud1u1cD1xcXGJvz8TepO1l4+lec/4g9hMk3WXj3M69N4JzQfJmTMnFSpUUCB/hKVpD/miRYsSf71ixQp8fX0Tf2+z2VizZg1FixZ12OBERERE5N+vYbUSfPbTOqe0bQD5c2WnaH5/p7Qv8f/dv3XrVlasWJHu2fHdu3fTrl074uLiGDlyJMOGDUvxWleLO/5uAdyMcd5EX0xEHKcPXKJhw4Z06NCBxx57jHUeIVgNw+GBHMBqGPx8aieDq6T9A40GDRqwbp1z/v1I1ktTIO/QoQMAhmHw4osvJnnP1dWVokWL8vnnnztscCIiIiLy75cvZ3bqVy7Olv2nsTm4wJuJyZN1SmFx4pL4/89ibdF8+tlIGjatR9NmTdLVxsyZM+nVqxcBAQEAvPnmmw+8p6hPJW4FX8HOvatyM8rAQm5rcbJly86FCxf46KOPCA8Pp+gXb+Ea4JytDzbTZP3l4+kK5A0bNuSrr77i2rVr5MmTxwmjk6yUpkBut8dXryxWrBg7duxIdomJiIiIiMg/vdw2kL/3nnJ4u3HREfR/tRPXDr/De++9h5eXl8P7+P/Ebto4HhrEoTubuBB5hFvRV2g2MTcAYw4/Q16PohT2qkDVHM3I41H4vm1FRUXRt29fZsyYQc+ePfHx8eG3334jd+7cDxxH9Rwt2Rm83CHP9E8mdlqW6sbJFy0sWLCA4OBgduzZTY+zK53SX4KzYcFExMXg5ZK2AoQNGjQA4veRd+rUyRlDkyyUrj3kp0+fVhgXERERkVSrVCKA51pUx+Lgo5tG9WrHKz1e4KOPPqJMmTL8+OOPiZNIknqmabIreCUTj77CvHOjOHBnA7dirnD3Vm6bGculyONsv7mIr0704ftTH3A58mSy7Z0+fZr69esze/ZsZs6cyfTp09m7d2/i+eMPkt+zBAGepTAcfCiUgYGPSw5KZwukQ4cOnD9/nn379pGzdFGcvW3dBM6EBaf5voIFC1K0aFHtI39Epftv+Jo1axg8eDCvvvoqL7/8cpIvEREREZF/evOp+pQqlMthFde7NK1K68eqMH78eA4dOkTt2rV58cUXqVWrFuvXr3dIH/8fhMTeZNaZoSy5NJmwuPjAaJLyhxr2/753PuIIM06+z/qrP2E3/7e0fOnSpdSoUYPbt2+zZcsWevTogWma7Ny5k5o1a6Z6XK3zv+HwD1dMTNoE9MFiWGnYsCH+/v4sWLCAaFvcg292gJh09tOwYUMF8kdUugL5yJEjadGiBWvWrOHGjRvcunUryZeIiIiIyD95uLsyuV9nShTIleE93+0aVKTfc40Tf1+yZEl+++03/v77b1xdXWncuDHt27fn6NGjGR32Iy04+jLfnnyfs+EH0nyviR0TOxuuz+OP858RGxfDsGHDePLJJ3nssccICgqiatWqAJw8eZI7d+6keoYc4KepC/nr66PxU8sOYGBQ2a8xpbPXAsDFxYW2bdsyf/58XK2Zc9SaqyV9/TRo0IA9e/YQEpK+88zl4ZWuQP7VV1/x/fffs23bNhYsWMD8+fOTfImIiIiIJMcvmyfTBz1D+wYVAdK2hN20Y9rj6Nu5HkN6NE821NevX58tW7bw888/s3fvXipUqECfPn24fv26ox7hkREed4cfTw8mLO72fWfEH8zkUMhm3v6hA6NGjWLUqFEsWLCAHDlyJF6xc+dOgFQH8hUrVjBw4EACs3fg3OYwzAwWAzQwKORVnjYBvZO83qFDBw4dOkTM5ZuZcNAaFPFJ32kADRs2xG63s3nzZgePSLJaugJ5TEwM9erVc/RYREREROT/AW9PNwa/1JzJ/TpRtmh81eiUlrFbDCPxK7BcAY4v/YKDG+bf9/gtwzDo2rUrR44c4dNPP2XWrFmULFmScePGERUV5ZRn+jdadukrQuNuZTCMJzDJV9uFn9ZPYfDgwVgsSWPGzp07KVSoUKoKup04cYKuXbvSsmVLNvy1kZm91nF7d3whtLSfTx5/fZlstelWdAQulqQF1Vq0aIGnpycrF/9JQW+/NLadNgW9/PBxdU/XvaVKlSJPnjxs2LDBwaOSrJauQP7qq6/y008/OXosIiIiIvL/SO0KRfhhWDdmDe9Gt1Y1qVG2ID6eblgMA6vVQk5fLxpULU6vTvVZ/PmrTBn4LAPe6cX48eM5ePDgA9v38PBgwIABnDhxgueff57BgwdTtmxZ5s6di+mEs6b/TY6GbOVQyCYHhfEEBmdzbSDKFnbPOzt37kzV7HhoaCjt27cnd+7c2Gw2tmzZQssWrZjw4u88V2Q43i5+/+0pdcHc3eJJx4Lv0aXwIFwt94ZhLy8vWrVqxfz582mQtwRWw7FF5BJYDYMG+Uqk+37DMGjQoIH2kT+C0nTsWYKoqCimT5/O6tWrqVy5Mq6urkneHz9+vEMGJyIiIiKPvrJF81K2aN5UXduvXz9+/PFHevXqxfr16+87U54gd+7cTJ48mb59+zJgwACeffZZJkyYwPjx46lfv35Gh/+vtPH6rxgYmI7aoA2ASZQtnL231lI7V7v/vfrfgm79+/e/7912u50XXniB8+fP07hxYxYtWkTt2rVZunQpACWz1aBv6ekcuvM3228u4XJUQoV3478B3Ux8npxuBaiV80kq+zXGw+p93347dOjAiy++yNhshfjJ3Jnup78fm2nyTPHqGWqjYcOG9O/fn6ioKDw8PBw0Mslq6Qrk+/btSyzQcOBA0gIQqfk/RRERERGR9HB3d2fKlCk0b96c2bNn8/zzz6f63jJlyrBw4ULWrVtHv379eOyxx+jUqRNjx46lRIn0z17+21yJPMWlyONOat1k+83FBOZsm5gLUlvQ7eOPP2bBggW0bduWRYsWUa5cOTZt2pQkX7ha3KmSoylVcjQl0hbG5ciT3Ig+T5wZi9Vwwd8tgADPEokz6anRpk0brFYrB1f/TWC5Iuy8eR6b6biVA1bDQrWcBSjvly9D7TRo0ICYmBi2b99Ow4YNHTQ6yWrpCuTr1q1z9DhERERERFKlWbNmdO3alX79+tGmTZskxcNSo3HjxuzYsYPZs2czePBgypUrR58+fRgyZAj+/ukruvVvcjw0CAOLg5er/8+t2KvcirmMv3sAkLqCbgsWLGDEiBE0btyYxYsXU7hwYXbt2oX1PtXPPa0+FPepQnGfKhkar7+/P48//jgLFizgq+4/0WbV19gcuHDAYhh8UqNNhtupXLky2bNnZ+PGjQrkjxDnbJIQEREREXGizz//nMjISIYMGZKu+y0WCy+88ALHjh1j+PDhfPPNN5QsWZKJEycSExPj4NE+XOJnx527h/5/y8kfXNDt4MGDPP/881SpUoV169aRO3du9u/fn6nLsjt27MjatWvJYbMysHIzh7Y9sFIzimfLleF2rFYr9evX1z7yR0y6Annjxo1p0qRJil8iIiIiIs4UEBDAxx9/zLRp0wgKCkp3O15eXnz44YccP36cLl268P7771O+fHl+//33R7bw29WoMw7eO56UBSvXIk9ht4dgmjH3Leh269YtOnTogJ+fH3v37iV79uwcPHiQ7NmzO218yWnfvj1xcXH8+eefnJqzjOD5jqlm3rNMPZ4vWcshbUH8svVNmzYRFxfnsDYla6UrkFetWpUqVaokfpUvX56YmBh27dpFpUqVHD1GEREREZF79O7dmypVqvDGG29gs9ky1Fa+fPn4+uuv2bt3L6VKlaJz5840bNiQ7du3p7tN0zTZev0Unx1cyUt/f8djy8YR+Oen1Fs6lmc3zGD0/mWsvXyEOHvGxp5WsWa0k3uIIyRsCjevlOPG5WL859NDDHjvFlERCzDv6ttms9G1a1euXLnChQsX8PT0ZO/evak6Gs3RChYsSK1atfj0008ZOWIErxSqwfXvl2ExSXPldathwcWwMKhyc/pVbOLQGlsNGzYkLCyMvXv3OqxNyVrp2kM+YcKEZF8fMWIEYWH3HnMgIiIiIuJoLi4uTJs2jbp16/L111/Tq1evDLdZsWJFli1bxsqVK+nXrx+1a9ema9eujB49mqJFi6aqDbtp549zu5lx7G/OR9zCxbAQ948iYftuXeDQ7UvMPrWNnO7evFCiLi+UqIObJV3/eZ4m1vRFgDQwsdw1A1+okAXTPEno7d6E3fHDy6cXnj6vMXjwEFavXg2Aq6sr27ZtS/X32OEjNk2yZcvGjh07+Oijj/D19SV8fBA/fz2b0UfXsyf4IlbDct9ibwnvV8yRn9E121Iyu+M/WKhZsybu7u5s2LAhVcfIycPPoXvIu3fvzsyZMx3ZpIiIiIhIiurUqUPPnj0ZPHgwV69edVi7LVq0YPfu3cyYMYP169dTtmxZBg4cyJ07d+5734XwW/TY9APD9yzmQsQtgHvCeIKE129GhzPx0Go6r/+aw7cvO+wZUuLvnt+p7dsxyG5JOgtvGPHPapq3CQ/9lNPH67Jg/v+OSl63bl2WrbQ1TZNhw4axdu1aIH418Ny5c2nVqhXVChTnlyYv81uTV2hfuBI5XD2TbSOXuzftClfktyav8GuTl50SxiH+lIHatWtrH/kjxKGBfMuWLToTT0REREQy1ejRo3FxcXngOddpZbVaeeWVVzh+/DgDBw5k0qRJlCxZkilTphAbG3vP9QdvX6Lz+q/ZHXwOSFvZNBM4E3aDZzfM4K8rxxzzAHeJiYlhw4YNDB06lDW/bcMW65wK6/EMcrtE3PcKT49LLF+Si+rVrCxcuDDLzoM3TZOhQ4fyySefMG7cOMqUKcPs2bPZsmULXbt2Tbyusn8AY2q1493Igpx6ZSyTK7fluwbdmNPoRTa3eZfNbd9jbK32VPYPcPqYGzZsyMaNGx/ZGgf/36QrkD/11FNJvjp27EidOnXo0aMHr7/+uqPHKCIiIiKSopw5czJu3DhmzZrFX3/95fD2fXx8GDlyJMePH6dt27b07duXSpUqsXjx4sRQdCr0Oi9v+oHwuGhs6QxKNtMkzrTx1va5bL9xOkNjNk2TgwcPMnHiRNq0aYO/vz+NGjVi6tSpWG/5YnV13mFLbkYc/tao+17j4mLg6Wmw6I8CtGpZ2mljuR/TNPnwww8ZNWoUn332Gf3796djx478+eefeHh40K5du3vu2bBhAyXzF6RF6arUz1ucWrkLk8vDJ1PH3aBBA27cuMGRI0cytV9xjnT9S/T19U3ylXB239KlSxk+fLijxygiIiIicl8vvfQS9erVo1evXk47tqxAgQLMnDmTXbt2UbBgQdq1a0fTpk3ZvjOI94N+JdIWgz2D1ctNwG6avL/jN+7ERKbp3suXLzNr1ixeeOEFChQoQMWKFRk4cGDi8XBBQUFcv36dGaN+IZtLzgyNMyUGJuXcb2A1Hvx9sFoNXFxshNzqjWneu+LAmUzTZNCgQYwePZrx48fz/vvvA9ChQwfCw8OpXbs2Pj4+mKZJnN2e+MHLhg0bsvwM8Lp162K1WrVs/RGRrooO3333naPHISIiIiKSbhaLhWnTplG9enUmTJjAwIEDndZX1apVWbVqFUuXLqV///48OfY98jzXGBxUTduOye2YCMYdWMGo6h1SvC48PJy//vqL1atXs2rVKg4cOABAlSpV6NatG82bN+exxx7Dy8vrnntr52rH6svfgeMKgCeq4H49DVfbsMUdJjJsOl7Zejt+MMkwTZMPPviAcePGMWHCBN55553E97L5+uJZrSwhTSrzxJ/fcDLkZuJe/1zuXlxvVgW3WtW4HR2Jn3vy+8mdLVu2bFSrVo0NGzbw2muvZckYxHEyVGJx586dHD58GIAKFSpQrVo1hwxKRERERCStKleuzNtvv81HH31E165dKVKkiNP6MgyDJ598kgZNG9Nw2X+ITcWMcFrYMVl4fg+9yjaigFcOIP6YsKCgoMQAvnnzZmJjYylYsCDNmzdn8ODBNG3alDx58jyw/Vo5WvNH0Nf45HfFYnVUKjep4XEZX2taVyiYRIRNxdPnVQzD3UFjSaEn02TAgAF89tlnfPHFF7z11ltA/KqEOcd3MXb7cvL1e55bNhu37yT9YOFGdAReNcqxzLjFqvlf0rFoRfpVfZxcHt5OHXNyGjRowO+//57p/YrjpSuQX7t2ja5du7J+/Xr8/PwAuH37No0bN2bu3LlZcnagiIiIiMiIESOYO3cu77zzDvPnz3d6f6uuHiHW4pziWgYG03evJv/+m6xatYq1a9dy+/ZtsmXLRuPGjRk/fjzNmzendOnSaT7resmipcwZvIVevzTGxCRtJeiSG6uJvzWS6p5X0nW/ad4mOnIpHl4dMzSO+/dh0q9fP8aPH8+XX35J3759ATgXdov3Ni9i142LYI2/1rBak23DsMYf6BZrt/H76X0sP3+UT2s/QevC5Zw27uQ0bNiQCRMmcPbsWad+8CTOl6495H379iU0NJSDBw8SHBxMcHAwBw4cICQkJPFTJke5ePEi3bt3J2fOnHh6elKpUiWCgoIc2oeIiIiIPBqyZcvGxIkTWbBgAUuWLHF6fysuHcRwxrpv4mfJfzrwN3369OHq1au88847bNq0ieDgYBYuXEifPn0oU6ZMmsO43W5nxIgRVChQi6eLDMKCQUbWrhuYZLPE0Cbb8VTtHU+elZjo1ekew4OYpsn777/P+PHjmTx5cmIYP3TrKu2Xf8fem5fiL0zD99JmmoTGRtHn7/lMP7TVGcNO0WOPPQagfeSPgHTNkC9fvpzVq1dTrtz/PgkqX748U6ZMoUWLFg4b3K1bt6hfvz6NGzdm2bJl5M6dm+PHj5MjRw6H9SEiIiIij5bOnTvTokUL+vbtS5MmTZLdQ+0Ipmmy/9bF/84wO4dbvhycv3aZ/P6OW4G6YMEC9u3bx4YNGyiTvTbPFh3O7+f+Q0RsaLqWr+dxCaeVz0m8LHEZGJWN2JhdGbg/ZaZp8u677/LFF18wZcoUevXqBcDZ0Ft0WzOHsNj0V8ZPuGvMnrX4uLrxXKnqDhr1/eXKlYvy5cuzceNGunfvnil9inOka4bcbrfj6up6z+uurq7Y7Y4703Ds2LEUKlSI7777jsDAQIoVK0aLFi0oUaKEw/oQERERkUeLYRhMnjyZy5cvM3r0aKf1cyM6jJDY+x/v5QiXzbRVW78fu93OyJEjadq0KQ0aNACghE81cu1+nEOr4meJjQdGhPgl7lbs1Pc6T8dsRzMYxv87Nts5/o+9+w6L4lqgAH5ml94VFBBRLNixd8Xeu2BHoyZRY4nGlqgx1kQTWyyx5lliBRVbjF3WhoqKIlZUREUFFemd3Z33B4GItN1lFyzn9z6+yM7MvXfG5cnZ20RRuyvki6KICRMmYMWKFVi7dm1mGFeKIiZdOoT4tFSNw/j75lw7geCYCK2UpQpXV1f2kH8CNOohb9OmDSZMmIBdu3ahVKlSANKHlk+cOBFt27bVWuMOHTqEjh07om/fvjh79iwcHBwwZswYjBgxItdrUlJSkJKSkvl9bGys1tpDBCBzIUNdsrGxQZkyZXReDxER0afK2dkZ06ZNw4IFCzB48GBUrlxZ63UkynWzvdr7OvfugeSb6fuSZ2y/9e5/c3ott3OUSiUUCgWkUin09PQyj2Ucl615gAb9ysKlqwNMi+W0wJqIYpJkVDd6g0oGb2Eo0V5nXHpbkyEIBloqS8T48ePxxx9/YN26dRg1alTmse0P/HEj4oVW6smsDyImX/ob+zsOU3sagSZcXV2xfv16vHnzhmt4fcQ0CuR//PEHevToAScnJzg6OgIAQkNDUaNGDWzfvl1rjXv8+DHWrl2LSZMmYcaMGbh69SrGjx8PAwMDDB06NMdrFi5ciLlz52qtDUQZFPFRgCAUyrAgI2MTBN2/x1BORERUAD/88AO2b9+OsWPH4uTJk1oPSZJCCF0AMGjAAJTumT46NeMeBEHI8uf8/isIAkRRxIIFC2BhYYEJEyZkHtu7dy/OnTuHefPmoXjx4unXBQFKg2R4Ht0MCxtT9HOvhBrlzsFGLwn6gnZD+LuWLVsFB4fyKFu2LMqWLQt7e3tIJOoP6hVFEePGjcOaNWuwYcOGLB16cqUSq+/4arPZANLnlAdGhuHy66doYuuk9fLfl7Ef+oULF9C7t+4WwyPd0iiQOzo64vr16zh16hTu378PAKhatSratWun1cYplUrUr18fCxYsAADUqVMHt2/fxrp163IN5NOnT8ekSZMyv4+Njc380ICoIJQp8YAowrrbZOhb6+49lfY2FG8PL0VERAQDORERUQEYGxtj1apV6NKlC7y8vDBgwACtlm9jaAYBgk7nkAPAuCFfoYJ5wXtA9+7di5cvX2L37t1o1qwZgPSRf+PGjcPcuXNz3Lt93fJNqFKsBvo2HY7oiKMFbkNeYmMF/PzzYsTExGS+pq+vj9KlS2cG9DJlymT+uWzZsnB0dISRkVGWcpRKJcaNG4e1a9fizz//xNdff53luM+Lh3iTnKCTe5AKArYG+RdKIHd0dETZsmVx7tw5BvKPmFqB3MfHB+PGjcPly5dhYWGB9u3bo3379gCAmJgYVK9eHevWrcucj1JQ9vb2qFatWpbXqlatmueee4aGhjA01O3+hfR507d2hKFdxaJuBhEREamgc+fOcHd3x8SJE9G5c2dYWlpqrWxjPQOUNSuOJ/FvtVbm+wwlenAysy5wORlzx9u3b58ZxkVRxHfffYeyZctm6dB6V2RkJIoVKwY9vRpIX4ldVx8+CLAu0RLR0TsQExODZ8+e4enTp3j69Gnmn4OCgnDy5EmEhYVlDrEHAFtb28ywXqZMGfj5+cHX1xezZ8+Gu7s7RFHMMjri1IuHkAqC1uaOv0shipC9fAS5Ugk9DXr21cV55B8/tQL58uXLMWLECFhYWGQ7ZmlpiVGjRmHZsmVaC+TNmjVDUFBQltcePHjAvfaIiIiISGW///47qlatitmzZ2P58uVaLbuBtRNCE6KgELU/jFsCATWLlYZUKHiw8/b2xu3bt7F+/frM1w4ePIgTJ07g0KFD2XqZM0RFRaUPY5cYQ0/fBfK02wC0f68KhRInj75CBWc/NGzYEC4uLnBxccnx3JSUFDx//jxLaM8I7idOnMhcQ2ru3LmYO3cuzM3Ns/SsX25UGors61NrTapSgUexEahiVVJ3lfyrRYsW2LlzJ+Li4mBubq7z+kj71PrpvnnzJjp16pTr8Q4dOsDf37/AjcowceJEXL58GQsWLMCjR4+wc+dObNiwAWPHjtVaHURERET0aXN0dMScOXOwatUqBAQEaLVs97J1dRLGgfR9yPs51St4Of/2jnfo0AFNmzYFACQlJWWOGujWrVuO18nlcsTGxmZuOWxkOhS6COMAIAgS/Lb4Hho3boyqVatiwYIFCA0NzfFcQ0NDVKhQAa1bt8awYcMwe/Zs/O9//0O5cuUQFxeHTZs2ISwsDJcvX4aXlxd++ukntG7dGlKpFBd8fREl1d0c+AwPot/ovA4gvYdcqVTi4sWLhVIfaZ9agfzVq1c5bneWQU9PD2/eaO/N16BBA+zfvx+7du1CjRo1MH/+fCxfvhweHh5aq4OIiIiIPn0TJkxAtWrVMHr0aK1u0+tSzAFVLe20vsCbAMDKwBjtSlUtcFne3t64c+cO5syZk/nakiVL8OLFCyxfvjzXxe6io6MB4L9AbtQTgmAJUdT2YnZSGJv0wvXr6T3cDRo0wM8//4yyZcuibdu22Lp1K+Lj43O9WqlUYuTIkdi4cSO2bNmC4cOHw87ODo0aNUK/fv0wdepUrFq1CocOHYKf/zUIhTCUvLBW4K9cuTJKlCjBYesfMbXejQ4ODrh9+3auxwMDA2Fvb1/gRr2rW7duuHXrFpKTk3Hv3r08tzwjIiIiIsqJvr4+1q5di8uXL2Pjxo1aLXtWzW5Z5jRrgwhgZs2uMJBotAZzpoze8Y4dO6JJkyYAgKdPn2LhwoWYOHEiKlWqlOu1UVFRAIDixYsDABRKfRw7VQ+CoM17FSAIxjC1/AlSqRTt27fHtm3b8OrVK2zcuBFKpRJDhw6FnZ0dhg4dCh8fnywfqCiVSnz99dfYvHkztm7dii+++CLP2rQx/F8VehJpodQjCAJcXV1x7ty5QqmPtE+td2SXLl3w008/ITk5OduxpKQkzJ49O9chL0RERERERal58+YYNmwYfvjhB62O6qxZvDS+rNgM2uo3lkBAO/uq6FSqeoHL2rt3b7be8SlTpsDKygozZ87M89rIyEgA6T3kjx8/RosWLTBs+C4EPy4HNWNEHkSYWf4KqdQ2y6vm5uYYPnw4ZDIZQkJC8MMPP+DixYto27YtnJyc8OOPP+LevXv46quv8Ndff2Hr1q0qbU1rIJWiuKGJltqeOwfT7Gtu6YqrqyuuXLmClJSUQquTtEetn6SZM2ciMjISlSpVwqJFi3Dw4EEcPHgQv/32GypXrozIyEj8+OOPumorEREREVGBLFq0CAAwbdo0rZY7vmobtLarUuBQLohAVSs7LKjTq8D7pisUCsydOxedOnVC48aNAaTvmrR3714sWrQo30XAMnrIT506hVq1aiE8PBznz59HnQb/4NZtAQpFwXvKTcx/gJFJ3lt2OTk54aeffsKDBw/g6+uLzp07Y/Xq1ahWrRq2bNmCoUOHokuXLirXWcvaXmsfnuSmejE7HdfwnxYtWiAlJQVXr14ttDpJe9QK5La2trh48SJq1KiB6dOno3fv3ujduzdmzJiBGjVq4MKFC7C1tc2/ICIiIiKiIlCiRAksXLgQmzZtgq+vr9bK1ZNIsaxBX/R0rA0Aage+jCHv8bdC8BWcYapf8G189+7di7t372b2jqelpWH8+PFo1qyZSmsyZSyqNnnyZLi7uyMgIAANGzZEmzZd0K3ncwTcLPbvmererRSAHswsf4ap+XiVrxIEAU2bNsWaNWvQpUsXCIKA2rVrY+vWrbCzs0Pfvn1x+PBhpKWl5VlOw5JlIOgokgsAKlrYwMIg51XrdaFWrVowNzfnsPWPlNpjTcqWLYsjR44gIiICfn5+uHz5MiIiInDkyBGUK1dOF20kIiIiItKaESNGoGHDhhg9ejTkcrnWytWXSPFL3V5Y3qAfLPSNIUC1qCqBAIlCRJKnL0qfeIwhfQfkusK4qjJ6xzt37oxGjRoBANasWYO7d+9i1apV+fa+nzlzBt9//z0AwNPTE1u2bIG5uTl69eqFixcvon6D5mjfORDmxdZAECwgilChxzx9XrWefnUUK3ESxqbDNbqvoUOHYvfu3di1axdu3LiB58+fY8GCBQgKCkL37t1RunRpTJw4MdcV9d3KuUDLa/BlMbhSXd0VngOpVIpmzZpxYbePlMaTP4oVK4YGDRqgYcOGmSsvEhERERF96CQSCdauXYs7d+5g5cqVWi+/falqONn+O/xYswvKmllnvi4VBEChhKD8L7iWNDLH+KptsK3mAIQduIDatWrB2NgY7u7uOa7bpKo9e/bg3r17mb3jr1+/xuzZszFy5EjUqVMn1+tSU1Mxbdo0tGnTBlZWVrC2tkb//v0BAF9//TUOHz4MFxcXnD59GlKpFEbGPWFt6w/ZuRa4d1+J3D+CMISBUUdYWu+Blc0R6OnnvphcbuRyOb744gt4enpi586dme2ys7PD5MmTERgYiBs3bmDQoEHYsWMH6tSpg1q1amHp0qUIDw/PLKeEsRlqSywgKhRqtyE/xnr66F0u5/3TdcnV1RW+vr5Q6OCeSLcKZ5lBIiIiIqIPSN26dTF27FjMnj0bz58/13r5pvqGGFiuIQ63GQefDpOwquEAfFulDfQvBqN0UCyW1u+DY+3Gw6fDJIyo5Io6ztUwc+ZMrF+/HosXL8atW7cwevRojVZvVygUmDdvHrp06YKGDRsCAGbMmAGJRIJffvkl1+vu37+PJk2aYOnSpVi4cCF69eqFEiVKAACmT5+OTZs2wcnJCZcvX866FbJghFlzruOvHZ1gY/cAVjYHYG61CuZWy2BRbB2KlZDBxv4hLIv/CQPDphrNjc8I415eXvD09ES/fv1yPK927dr4/fff8eLFC/z999+oVKkSZsyYgdKlS6Nr167w8vJCcnIylEcvQ5ArtT5w/ad67WGuhekG6nJ1dUVcXBxu3rxZ6HVTwTCQExEREdFnaf78+TA1NcWkSZN0VocgCLA1tkAb+yoYUckVFldCUeJOBDo51ICjafEs4XTKlCmoUKEC/vjjD6xfvx5btmzBmjVr1K5z9+7duHfvHmbPng0AuHr1KjZt2oSff/4Z1tbW2c4XRRHr1q1D3bp1kZCQgMuXL+OHH35AdHQ0ihUrhuXLl+PXX39FiRIlcP36dZiYZF2lPCAgAA8ePMCAAQMgSEygb9AARiZuMDLpD0Pj7tDTrwRB0HwbMLlcjsGDB2PPnj3w8vJCnz598r1GX18f3bp1w549exAeHo4//vgDkZGRGDBgAGxtbXFohydqhMRAWxu4SQUBrnbl0K98LS2VqJ4GDRrA0NCQw9Y/QgzkRERERPRZsrS0xLJly7Bnzx4cP368UOo0NDTMdXsqQ0NDrF69GufPn4coipgwYQK+++47tRbrer93XKlU4ttvv4WLiwtGjhyZ7fw3b96gZ8+eGD16NIYOHQp/f3/Uq1cPQPoq64mJiZg4cSLMzc0RGBiY41TVXbt2wcbGBm3btlW5napKS0vDoEGD4O3tDS8vL7i7u6tdRrFixfDNN9/g0qVLCAoKQtu2bSGXy/H3/N8hyG4UuI1SQUAlyxJY1bx3gVfG15SRkREaNmzIhd0+QgzkRERERPTZGjhwIFq3bo1x48YVaM62qvIK5ADQtm1bDBw4EFOmTMH06dPRrFkz9O3bV+Vh9V5eXrh//37m3PGtW7fCz88Pq1atgp6eXpZzjx07hpo1a+LSpUs4ePAg1q5dC1NT08zjwcHBuHnzJoyMjHD9+nXY2WXfykupVMLT0xN9+/bNOoxdCzLC+P79+7Fnzx64ubkVuMxKldLnrjdo0AA+Pj5wTTNF3O5TEBVKQKnUqMwmtmWxq93gQl1ZPSeurq6ZH+bQx4OBnIiIiIg+W4IgYM2aNXj69GnmHuW6lF8gB4ClS5ciNTUVs2fPxu7du2FoYoLOUydg2rlj6Lr/L9Tatgo1/lqJhjvXYNjxvVjmfwG3Il5l9o537doVDRo0QExMDKZNm4YBAwagRYsWmeUnJydjwoQJ6Ny5M2rVqoXAwED06NEjSxv8/Pxw+/ZtCIKACxcuoGLFijm29eLFiwgNDcWAAQMK/nDekZaWhoEDB+LgwYPYu3cvevXqpZVyY2NjceTIEQwYMACtW7fGli1bELL9EMbAHvrRiQCQ72JvGavnG0v1saBhZ/zVemCRh3EgfT/yN2/e4MGDB0XdFFKDXv6nEBERERF9uqpUqYKpU6diwYIFGDRoUK7hUxsMDQ0RGRmZ5zn29vb4+eef8d33U2HYuRVMf/oWsUoFPO/fhCj5rz8tLi0FrxNDcO75E6y4cQkOgj6eGUmx/d/e8Xnz5iEuLg6LFy/OvObWrVsYNGgQHj58iBUrVmDcuHGQSLL20QUFBaFly5YAgMGDB2cOYc+Jp6cnSpcujebNm6v7KHKVmpqKAQMG4PDhw9i7d2+2DwsK4uDBg0hJScmyKJyZmRmmDvkKk0UR3oF++OOqD0INlYD03+ciinh3nzQn8+IYUqke3Mq5fBBBPEOTJk0gkUhw7tw5VK5cuaibQypiDzkRERERffZ+/PFH2NnZYdy4cTod8qtKDzkA1OrVDY4Lp+PAq6dIVKb32IqS7L+6iwAU/7b3hSIFJcYNw5bYMPgF3sTKlSsxc+ZMlC5dGkqlEitWrECDBg0gCAKuXr2K8ePHZwvjL1++RP369ZGSkgIDA4M8w7hcLseePXvQv3//bOVoKjU1Ff3798fhw4fh7e2t1TAOpH+A0Lx5c5QuXTrbMYkgoG+txjj79QzcHfgDfindAC4PIpG4+zQi/rcfFvt8MTrKDLub9sWwyg0+qDAOABYWFqhTpw4XdvvIMJATERER0WfPxMQEq1atwvHjx7Fv3z6d1aNKIN95/ya+OL4XMDMB1Am6/557JCQIg3wOoIxLdUyaNAlhYWHo3LkzvvvuO4wePRpXrlyBi0v2vbKjo6NRs2ZNxMfHY8WKFUhNTc1xEbcMPj4+eP36NQYOHKh6G/OQmpqKfv364ciRI9i3bx+6d++ulXIzvH37FidOnFBpeL2Rnj4GtmiPg3OW4Onuo9g8dhrKpEox47vJsLe3h5ubGw4cOIDU1FSttrGgXF1dubDbR4aBnIiIiIgIQPfu3dGjRw9MmDABcXFxOqkjv0C+7+EdTL9wAiKg8ZZcClFEmrEhLL8dhj1HDsPFxQWBgYE4duwYfv/9dxgZZe/ZTUpKQs2aNfH27VvMnTs3c0h38eLFc61n165dqFixIurWrathS/+TkpKCPn364OjRo9i/fz+6detW4DLft2/fPiiVSpW2TXuXoaEh3N3dcejQIbx48QKLFy/GkydP0Lt3bzg4OGD8+PG4du3aB7GYmqurK54+fYrQ0NCibgqpiIGciIiIiOhfK1asQGRkJObNm6eT8vMK5E9jozDtgna2XxOkUkTKUzHx5CE0a94cgYGB6NixY47nyuVyNGjQAKGhoRgzZgxmzZqVOc89tx7ylJQU7Nu3DwMHDizwVl8ZYfzEiRM4cOAAunTpUqDycuPl5YU2bdrA1tZW4zJKliyJCRMm4Pr16wgMDMSwYcOwZ88eNGjQADVq1MCiRYvw8uVLLbZaPa6urgDAYesfEQZyIiIiIqJ/OTk54aeffsLvv/+O27dva7383AK5KIqYdPYo5BpuvZUTURBgUrcGvl66ECVKlMjxHKVSiVatWuHOnTvo27cvVq9eDSB9D3Ig90B+9OhRxMbGFni4ekpKCtzd3XHy5EkcOHAAnTt3LlB5uQkPD4dMJkP//v21VqaLiwsWL16M0NBQHDlyBDVr1sTs2bPh6OiIjh07YufOnUhMTNRafaooUaIEqlSpwmHrHxEGciIiIiKid0yePBnOzs4YPXo0lFoMyEDugdwv/DmuvXqRuUCbtggAll33zXE4tSiK6N27N3x9fdG6dWt4eXllHssI5LkNWd+1axdq1aqFqlWraty25ORkuLm54fTp0zh06BA6deqkcVn52bt3LyQSiVb2Mn+fnp4eOnfujF27diEsLAzr1q1DQkICPDw8YGdnh6+++grnzp3T+nspJ9HJSSjXuxtO6SvR3nMz6m5ejTqb/0Crnf/DhFP/YONNf4TH62Y6BmmGgZyIiIiI6B0GBgZYs2YNLly4gK1bt2q17NwC+V93r0NawKHfOREBPI6JwpXw59mOjRo1CocOHULt2rVx8uTJLEPP8xqyHh8fj7///rtAe48nJyejd+/e8PHxwaFDh9ChQweNy1KFl5cXOnbsmOeceG2wsrLCiBEjcOHCBTx69AgTJ06Ej48PWrZsiYoVK2LOnDkIDg7Wer0v4mLxvewYGvy1FncdbZFWuQIeRr1FZHISopKT8SQmGocf3ccvl86g6fYNGHXsAO6/faP1dpD6GMiJiIiIiN7TunVreHh4YOrUqfnuG66OnAJ5mlKBk08fab13PIOeIMGRkAdZXps5cyb+/PNPlC9fHpcvX4ZUKs1yPCoqCsbGxjA0NMxW3qFDh5CUlKRxIE9OTkavXr1w5swZ/P3332jfvr1G5agqNDQUFy5c0OpwdVVUqFABc+fORXBwMM6ePYvWrVtj2bJlqFixIlxdXfHnn38iJiamQHWIoohddwPRznMTvIPuIO3fXnjhvb9PIH2xP+W/X6eeBKPrnq1Y5X8JaQpFgdpABcNATkRERESUgyVLliA1NRUzZszQWpkZgfzdIeQPoiIyg5QuyEUlAt6EZX6/cuVK/PLLL7C1tUVAQECOoTsqKirP4epNmjSBk5OT2m1JSkpCz549ce7cORw+fBjt2rVTuwx17d69G4aGhujZs6fO68qJRCJBixYtsHHjRoSHh2PHjh0wMTHBN998Azs7OwwcOBBHjx6FXC5Xq1ylKGLmuVOYfvYEkuRytT7QUYgiFKKIpVd8MeLYASSrWTdpDwM5EREREVEO7Ozs8Msvv2DDhg3w8/PTSpmGhoYQRTFL+Lofqfuhwxl17Nq1CxMmTIClpSVu374Nc3PzHM+PjIzMcbh6ZGQkjh8/rtFibhlh/Pz58zh8+DDatm2rdhma8PLyQteuXWFhYVEo9eXFxMQEgwYNwvHjx/Hs2TPMnTsXgYGB6NKlCxwdHTF16lTcunVLpbLmXfDBjrs3C9ymc6FPMOb4ISgKYY47ZcdATkRERESUi9GjR6NOnToYPXo0FFoY2pvRG/3usPW41FRof/Z4VskKOY4dPw4PDw8YGxsjICAANjY2uZ4fFRWVYyD39vaGQqFA37591ao/MTERPXr0gK+vL44cOYI2bdqofQ+aCA4OxtWrVwt9uLoqHBwc8P333+P27du4evUq+vbti82bN6NmzZqoW7cuVqxYgTdvcv6w5kTII2y5fUMr7VCKInyePcbmW9e1Uh6ph4GciIiIiCgXUqkUa9euRUBAANasWVPg8jICeWpq6n91CAJ0M3s8q25du0JPTw+XL1/Od7h5ZGRkjkPWPT090bp1a9jZ2alcb2JiIrp3746LFy/iyJEjaNWqlZot15yXlxdMTU3RtWvXQqtTXYIgoH79+li5ciVevnyJ/fv3w8nJCVOnTkWpUqXQo0cPeHt7Z36IE5OSjGlnjmv9Q5zfLp/Dk5goLZdK+WEgJyIiIiLKQ8OGDTFq1CjMnDkTYWFh+V+Qh5x6yO1Mcx42rk2K2DiIoojTp0+jZs2a+Z6fUw95WFgYZDKZWsPVExIS0K1bN/j5+eHo0aNo2bKl2m0vCE9PT/To0QOmpqaFWq+mDAwM0KtXL+zbtw8vX77E77//jrCwMPTp0wf29vYYM2YMfjt2GNHJyVr/EEcpilgfcFXLpVJ+GMiJiIiIiPKxYMECGBoaYsqUKQUqJ6dA7mJjW6Ay8yMqlUh5/Aze3t5wdXVV6ZqcAvnu3buhp6en8l7eGWH8ypUrOHr0KFq0aKF22wvi7t27uHXrVoG2ZytKNjY2GDduHK5evYo7d+5g5MiROHjoELbevgGlqP353gpRxL6gO4jNYVs+0h0GciIiIiKifBQrVgyLFy/Gzp074ePjo3E5OQVyWxMz2JqYFbiNeeleuz569eql8vk5DVnftWsXOnXqlOPc8vfFx8ejS5cuuHbtGo4dO6byBwHa5OXlBUtLS3Ts2LHQ69a2atWq4ddff8Xha37QK14M0MGe9QCQolDgzLMQnZRNOWMgJyIiIiJSwRdffAFXV1eMGTMmyxxwdeQUyAVBgEfVWpDoKGRJBAG/Dhqm8vmiKGbrIQ8JCYGfn59Kw9Uzwvj169dx7NgxNG/eXJNmF4goivD09ETv3r1z3NbtY3Xn7RudLgCoJ5Hg9ptwHdZA72MgJyIiIiJSgSAIWLNmDYKDg7F06VKNysgpkAPAgMo1dRK0RIUCjS1LoKQaPfCJiYlIS0vLEsg9PT1hYmKCHj165HltXFwcOnfujICAABw/fhzNmjXTuO0FcfPmTTx48OCjHa6em3sRbyCV6C7CyZVK3Il4rbPyKTsGciIiIiIiFdWoUQMTJ07E/PnzERKi/tDe3AK5rYkZvqvbTLuhXBQhEUWcnbUQL1++VPmyyMhIAMgyZH3Xrl35Lo6WEcYDAwNx4sQJNG3aVPO2F5Cnpyesra0LbXu1whKflgpR1O2a/DGcQ16oGMiJiIiIiNQwa9YsWFtbY8KECWpfa2BgACB7IAeA0bUaomrxEpBqa+i6IOCHOs0gjU9Enz59cqwzJ1FR6VtfZfSQ37lzJ9/F0WJjY9GpUyfcunULJ06cQOPGjQvefg2JoggvLy/06dMH+vr6RdYOXdDaeyOvOiS6r4P+w0BORERERKQGMzMzrFixAn///TcOHTqk1rW59ZADgL5Eis0d3VHSxEwrwSvu5HlIbt6Dt7c3/P39MX78eJWuez+Qe3p6wsrKCp06dcrx/IwwfufOHZw8eRKNGjUqcNsL4sqVK3jy5MknN1wdAEqamkHQYSiXCAIczCx0Vj5lx0BORERERKSm3r17o3Pnzhg/fjwSEhJUvi6vQA6k70m+v4cHylsW12z4ujJ9O6xxtRrDw9YJ34z6BhcvXsTatWuxYcMGbNiwIdslCfIkXHl7F9ufHMOv97ZhV+p5uMzsBB/5LVyKuAWvQ3vh5uaW4+JoMTEx6NixI+7evYuTJ0+iYcOGmrRaqzw9PWFnZ1ckK7vrmksJW8iV2t/yLEsdJXW7DR9lpVfUDSAiIiIi+tgIgoBVq1ahevXq+OWXX7BgwQKVrssvkAOAvak5jvQeipU3LmHV9YsQRRGCNO9+NFGphCCRoJS5JZa36opG9o4Q6zeHmakpJk2ahJ9//hmjR4/GuHHj4OLigiZNmuBJQhj2Pz+L06+uIU2UQwIJABFKfRF2rZ1x6I0v9r85j7JL28FCWgYP40LhbO6YWWd0dDQ6duyIBw8e4NSpU6hfv75Kz0CXFAoFvLy80K9fP0il0qJujtbVtS2l0/KVoqjzOigr9pATEREREWmgQoUKmDFjBpYsWYJ79+6pdI0qgRwADKRSuCr08eLH32B88z6UiUmZx/QECfQkkizD2hUvwvFz/ZaQ9f0ajezTQ7MgCFiwYAHmz5+PmTNnwtzcHA0aNECf/n2xKtAT31xbhJOvriBNlAMAlFBCCREQAEEqgQLpPbESfSmCJGEYd30p1j3aj2RFKqKjo9GhQwc8fPjwgwnjAHDhwgWEhYV9ksPVAcDezBzNS5fVyVxyAYCjuSUa2JfWetmUO/aQExERERFp6Pvvv8f27dsxZswY+Pj45Du/N2ORMVUWWPvmm2+giIhEmYfPcffQSfztdxHBibF4HhcLuajEi5AnWDfvF0hevcV9/+soXTp7kBIEATNnzoTpvz3lw8Z+DenIivj77SUIEgEKFVfszgjnB16cw+U3t3H3p2N49OgRTp06hbp166pURmHw8vJC2bJli3RROV0b5lIXF54/1VnZkkJYOI7+w0BORERERKQhIyMj/PHHH+jYsSN27twJDw+PPM8XBAGGhob5BvIbN24gICAAlStXxqlTp7Bjxw7UdiiD2v8e9/f3R+OBwyEIAgICAnIM4++aOHEipKYG8DLyg5ljMUDDlbRFiHiZFAGTb6pif7lFH1QYl8vl2LNnD4YPH67Thc+KWtuy5eFauiwuvnim8gcq+ZEKAspaWmFwjVpaKY9UxyHrREREREQF0KFDB/Tr1w+TJ09GdHR0vuerEshHjhwJAEhNTUXz5s0xcODAzGOPHj1Cs2bNIIoizpw5g2rVquVbpyiKeNvUAOZlimscxjMIUgHGJcxxSOoPpajbBcbU4ePjg4iIiE92uHoGQRCwqHUnGOnpaa03WwSwvG1XGErZX1vYGMiJiIiIiApo2bJlSEhIwE8//ZTvufkF8lu3buHatWtwdHTE06dPsWrVqswe31evXqFOnTpITU3FgQMH0LRpU5XaJ3t9HZff3oGopY5jJUTcjnmMf15e1E6BWuDl5QVnZ2fUqVOnqJuic/Zm5vhf596QCkKBQrnw79fSNp1Rs6Sd1tpHqmMgJyIiIiIqIAcHB8ybNw9r1qyBv79/nufmF8gzescjIyMxatQo1K5dGwAQFxeH6tWrIz4+Hps2bUK3bt1UaptCVGBD8AHNtlHLx6aQv5GsSNVByepJSUnBvn370L9//096uPq7mjiUwfbufWGmb6DRIm9SQYC+RIoV7bqhd6X8R1mQbjCQExERERFpwbfffosaNWpg9OjRUCgUuZ6XVyC/f/8+Ll++DGtraxgaGmL+/PkA0oeuV69eHW/fvsWiRYswbNgwldt1KeI2otLioJ3ZxlklKlJw9s0NHZSsnhMnTiA6OvqTH67+vkalHHF64JdoW7YCAKgUzDPOqV3SHicGDEMP5yo6bSPljYGciIiIiEgL9PT0sGbNGly9ehV//vlnruflFci//vprAMDbt2/x888/w9raGgqFAnXq1EFoaCimTJmCqVOnqtWuk6+uQKKT/nFAgIATYX46KVsdXl5eqFGjBqpXr17UTSl0JUxMsb5TT+ztNRBdK1TODNwCAD1J+hZ5kndec3V0wuYubtjTeyCcLIsVXcMJAFdZJyIiIiLSmmbNmuGrr77C9OnT4ebmhpIlS2Y7x8jIAHJ5MkRRzDK8+uHDh/D19YWJiQmcnZ0xcuRIiKKIli1b4u7duxg6dCgWL16sdpvuxT5J319cB0SIeBgfCoWohFQomr6+xMREHDx4ED/88EOR1P8hEAQB9e0dUN/eAb+26oC7EW9w680rRCYnQimKsDI0QnUbW1QvURKWhkZF3Vx6BwM5EREREZEW/frrr9i/fz++//57bNmyBaLiDZB0AGLaNSD1Jq7+kwDAB+Kr6hD1KgL6tSEYtcfIkTMBpAfMVatWQSqVonfv3vD19UXnzp2xZcsWtdsSmRqLmLQE7d7ge1KUaXiR9AZlTGx1Wk9ujhw5gvj4ePTv379I6v/QmOgbZIZz+vAxkBMRERERaZGNjQ1+++03zJ09GuEP5Chp4Y/0jaUyvjLIAfl9QP4IYpInNi5Kw8+/WyJF6AJXV1eMHDkSBw4cQMOGDfHPP/9o1JaY1Hgt3FH+YnUc+vPi5eWFevXqwdnZucjaQKQpBnIiIiIiIi37cqAlBrYrB329KyqcLQcAlHHQw/+WlUSyKOK3hZPw559/olKlSrh48aLGK4frZqB6DvWIhVVTVnFxcTh8+DDmzZtXJPUTFRQDORERERGRloiiCDF+CZDwJ4wMAXVytESSfrKBeB2Du6Th70MOOH0mEFKpVOP2WOibaHytOswLqZ73HTp0CMnJyejXr1+R1E9UUFxlnYiIiIhIWxLWAQnpK6xruh22RCKihLUUZ/aXgYFejMZNEUURb5+8gr5ct7/y6wt6cDTJvnhdYfD09ETTpk1RtmzZIqmfqKAYyImIiIiItEBMvQkxfrlWytLTEyBBFMSYH9UaDh4ZGYk9e/ZgxIgRKFeuHKpUqYLw6yEQlboZUi4AKG9WClJB8158TUVFReH48eOf3d7j9GnhkHUiIiIiogISxTSIMVOR3t+l0FKpCiD1LJD8N2DcI8czUlNTcfHiRZw8eRInTpyAv78/RFFE1apV0bNnT3To0AFCDUuseLJXS23KSgTQ3rahTsrOz/79+yGXy9GnT58iqZ9IGxjIiYiIiIgKKsUHUDzRQcECxPjVgFF3CIIAURRx7969zAB+9uxZJCQkwMbGBu3bt8eYMWPQvn17lC5dOrOEVKUcG58fQbw8UeutM5Too41tfa2XqwpPT0+0atUK9vb2RVI/kTYwkBMRERFRjhRKJZ6+jkJYZBzkCgWMDfRRwd4a1hamRd20D46YsA3pveNKbZcMKEJw6uhC7NzzECdPnsSLFy9gaGiI5s2b46effkKHDh1Qq1YtSCQ5z0Y1kOhheLmuWPVwj5bbBgwq2wGmekZaLzc/r1+/ho+PD9asWVPodRNpEwM5EREREWWSK5Q4eysYe3wDcSP4BVLSsg+/tjY3QZtaFdHPtRacS9kUQSs/LKIyHki7Cl1tMpaaJuLmld/h72+PAQMGoH379nB1dYWJieorm3exb4Kzr6/jTkwIFFr40EAqSFDOtBT6OrYpcFma8Pb2BgC4ubkVSf1E2sJATkREREQAgAt3QjBv1ym8jomHRCJAmctCYG/jErHv4i3suRCI5tWc8NPA9rC1Mivk1n5A5Hehyx2/9fUEjPumBabM8da4DIkgwbSqX2DCjd8RmRJboFCulCshlYv4sf7QIlnMDUgfrt6+fXvY2PADIfq4cZV1IiIios9capocc3eexLh1BxARmwAAuYbxDIp/j1+6/xS9f96C49eDdN7OD1baA6SvN64bggAYCE8KXI61oSWW1h6PEkbFINGwvRIIMIEBzo7YiuVzFqu1Ary2vHjxAufPn+fq6vRJYCAnIiIi+oylpskxfv1BHLh8BwCgVDNgKZQiklLS8MPmI/D2vaWLJn74xCTo/NdqMUkrxdgaFceaelPR0a4xAECqYrsl/57XsmRdbGsxFwunzMXixYsxb948rbRLHXv27IG+vj569epV6HUTaRuHrBMRERF9xubuOgW/B89QkI7OjEt/9jwFu2LmaFbNSRtN+6CIoojY2Fi8fPkSL168wIsXLzL/XLdKIIb0VkCq09Hb2vu13VTPCN9V7o+2tvWx97kP/N7egQhAIgpQCv+9EaSCBAoxfWh7nWKV4F66FeoVrwIAGD9+PBISEjBjxgyYmppiypQpWmtffjw9PdG5c2dYWloWWp1EusJATkRERPSZ8rn5CP9cvae9AgXgp+3HcGDmMFiYFP7K25pKTU1FWFhYtqD9fvhOSEjIcl3x4sXh4OAAWysLHYdxAFI7rRfpYlUBLlYVsH7XJsz7awkm/jYdnqf3o1K1ynC0Lw1HE1s4m5VGTauKsDfOPld7+vTpSEhIwNSpU2FiYoIxY8ZovY3vCwkJgZ+fH3bt2qXzuogKAwM5ERER0WcoOVWOebtOQRBQoN7xd4kiEB2fjD8OX8SMfkWz+va7lEol3r59m2/QfvPmTZbrjIyM4ODggFKlSsHBwQF169aFg4NDltfs7e1hbGwMABDlzyFG6O5+lUoJ5JJq0NVHHFdO+aL4Cym+dOyKqZO/wPS9e+Fey12la+fPn4+EhASMHTsWpqamGDp0qI5amW737t0wMTFB9+7ddVoPUWFhICciIiL6DB2/HoToBO3MS36XUhRx4NJtjOvWVKe95AkJCfkG7ZcvXyItLS3zGkEQYGdnlxmqmzZtmvnnjP86ODjAysoKgqDGomdSB0BSAlC+yf9cTQgKTJiyFaERD+Du7o6ePXtqdXVxmUyGbt26ISoqCgBQrFgx1ZsmCFi2bBkSExPx5ZdfwtjYGP369dNa297n6emJbt26wdTUVGd1EBUmBnIiIiKiz9Du8zchEQS1F3FTRZpcgSNX72NAy9pqXyuXyxEeHp7jXO13X4uNjc1ynaWlZWaorlSpElq1apUtaNva2kJPT/u//ioUCtx6UA01yp3V0dB1I9Rp8iOCvP7GiBEjMGrUKLRu3Rru7u7o3bs3bG1tNS75yZMnCAkJQZs2bRAZGQlAvUAOpIfyNWvWICEhAR4eHjA2NtZJD3ZQUBACAgIwa9YsrZdNVFQYyImIiIg+M4kpqbj77JXOds4WBAFXHoRmCeSiKCIqKirfoP3q1assW2kZGBigVKlSmcG6evXq2YJ2qVKliqTHNCUlBVu3bsXChQuRlPAMT/3L66AWKSSm/fHN6Mn4ZvRkhIeH48CBA/D29sa4ceMwZswYuLq6ok+fPnBzc4ODg4NapctkMgiCgJYtW+Lq1asA1A/kACCVSrFlyxYkJSWhT58++Oeff9CuXTu1y8mLl5cXzM3N0blzZ62WS1SUGMiJiIiIPjNBz9/oLIwD6cPWLwQGYeDAnVnCd3JycpbzSpYsmWWedvfu3bOE7VKlSsHGxka94eOFICkpCRs3bsRvv/2GFy9eoE+fPpgxYx/0i12DMm6RFncklwASKwhm32a+Ymdnh2+++QbffPMNIiIicOjQIezduxeTJ0/G+PHj0aRJE/Tp0wfu7u4oW7ZsvjXIZDLUrl0bxYoVyxyyXrx4cY1aq6enh127dqFXr17o2bMnjh8/jubNm2tU1vtEUcws28jo41kwkCg/H1Ug//XXXzF9+nRMmDABy5cvL+rmEBEREX2UQiOidV5HKqQIf/UaZcqUQZMmTbIFbXt7exgYGOi8HdoUHx+P9evXY8mSJXj9+jUGDRqE6dOno1q1agCAoCADJL4QUb0SoKenjViuhGCxAIIk5+29bGxs8OWXX+LLL79EdHQ0/v77b+zduxczZszA5MmTUb9+fbi7u6NPnz6oWLFitutFUYRMJsuc8x0VFQWpVApzc3ONW2xgYABvb2907doVXbp0wenTp9GgQQONy8tw69Yt3L9/H0uXLi1wWUQfko8mkF+9ehXr169HzZo1i7opRERERB+1NLmyUOo5cuwYjA30C6UuXYqJicHq1auxbNkyxMTEYOjQoZg2bVqWkCuTyeDm5obqVe1weq8tFIqXBZ5PLpjPhGDUWqVzraysMGTIEAwZMgRxcXH4559/4O3tjXnz5mH69OmoVatWZjivWrUqACA4OBjPnz9H69bpdURFRam/oF0OjI2NcejQIXTo0AEdO3bEmTNnCvw7vJeXF4oXL671YfBERU1S1A1QRXx8PDw8PPDnn39qNKeFiIiIiP5jZKD7PhkBgIGerjfn1q3IyEjMnj0bTk5OmDdvHvr3749Hjx7hf//7X5YwvmnTJnTo0AENGjTA4SOXsGRjfVy5oekK9lIA+uk946ZfaFSCubk5BgwYgD179uDNmzfYu3cvqlWrhkWLFqFatWqoVq0aZs2ahW3btkEikcDV1TXzfrX1u7aZmRmOHDkCJycntG/fHkFBQRqXJYoiPD094ebm9tGNqiDKz0fRQz527Fh07doV7dq1w88//5znuSkpKUhJScn8/v0VOImIiIg+d+VsNZsjrA4HG0tIJR9F3082r1+/xtKlS7FmzRooFAp88803mDJlCkqVKpXlPKVSienTp2PRokUYNWoUVq1ahQMHDmDmrKVYvPhXNG1tCzFuCYA0iKKIvDqe5XJATw+AvgsEy0UQ9Jy0ci+mpqZwd3eHu7s7kpOTcfLkSezduxcrV65ETEwMDA0N8euvv8Ld3V2rgRxI77U/ceIEWrZsibZt2+L8+fMoV65cjuemKlMRmhiKp4lPEZUaBaWohLHUGI4mjoh+GI3Hjx9jw4YNWmsb0Yfigw/knp6euH79euaqj/lZuHAh5s6dq+NWEREREX28KtpbQyoRoFDqZmk3qURATSd7nZStSy9evMDixYuxYcMGSKVSjBs3DhMnTkTJkiWznZuYmIghQ4Zg//79WLp0KSZOnIhbt25h2LBhGDBgACZP/j596LdxDyBpH6JerEExi/jM60URmQFdqZTi4LFo1G66BBWrDtLZInZGRkbo3r07unfvjpSUFNjb28PR0RF//vknfv31V5iYmKBkyZK4dOkSGjVqBIkWPlCxsbHBqVOn0KJFC7Rt2xbnzp1D6dKlM48/TXiK069P49LbS5CLcggQIBHS6xVFEUqkT6/o+VdPmNQ0gVwph57kg48wRCr7oD+2DA0NxYQJE7Bjxw6VV1OcPn06YmJiMr9CQ0N13EoiIiKij4uBvh4aVHKEVKKb4KdQimhWzUknZevCkydPMHr0aJQvXx5//fUXvv/+ezx9+hQLFy7MMYyHhYWhZcuWOH78OA4cOIBJkyYhKioKvXr1QqVKlbBx48bMUC1IikMw/Rp9Rlli6GRnCMU2QrCYj1VbimH1trIQrA9BtPHHmOlybNgcUGgryj9+/BhRUVFYtGgRwsPDcerUKVhZWSEsLAxNmzZFmTJlMGHCBJw7dw4KhaJAddnb2+P06dNQKBRo164dXr16hUR5IjaFbMKcu3PgG+ELuSgHAIgQoRAVUIiKzDAOAMUqF8OGJxsw684shCSEFKg9RB+SDzqQ+/v74/Xr16hbty709PSgp6eHs2fPYuXKldDT08vx/xwMDQ1hYWGR5YuIiIiIshrQorbOesjNjQ3RrrazTsrWpocPH+LLL7+Es7Mz9u7dizlz5uDp06eYM2dOrlt/3bx5Ew0bNkRYWBjOnz+PHj16QC6XY8CAAYiNjcX+/fthYmKS5ZqkpCRcunQJ9Rq0h2DoCsGkP85ddcBRmT4E/SrQNzBB//79sWvXrgKHX1XJZDLo6emhWbNm0NPTQ9u2bVGyZEkMHz4cZ8+ehbu7O7y9vdGyZUs4ODhg9OjROH36NORyuUb1lSlTBqdPn0ZsbCx6DO+B6YHTcSHiAgBkCd65+je1vEp+hfl35+N4+HGN2kH0ofmgA3nbtm1x69YtBAQEZH7Vr18fHh4eCAgIgLSgS1cSERERfYaioqKw78+VSIl+A1Gp3RXXBQBD2tSFof6HO6z4zp078PDwQJUqVXD06FH89ttvePLkCaZPn55nZ84///yD5s2bo0SJEvDz80OdOnUAADNmzICPjw92794NJyenbNddunQJKSkpaNOmTeZrFhYWWdY68vDwwIsXL3Du3Dnt3WgeZDIZGjZsCDMzs8zXIiMjUbx4cbRo0QIrVqzAs2fPcPHiRQwePBhHjx5Fu3btYGdnh6+//hrHjh1DamqqWnVWrFgRO0/shPP3zohJjYEI9T8QUkIJESI8Qz1x+OVhta8n+tB80IHc3NwcNWrUyPJlamoKa2tr1KhRo6ibR0RERPRRkcvlWLNmDZydnbFly2b0qFwMEqn2fh2USgSUsyuO4e0Kvu+0Lty4cQN9+vRBjRo1cP78eaxcuRIhISGYNGkSTE1Nc71OFEWsXLkSPXr0yFyczMHBAQCwa9cuLF68GEuWLMkSuN8lk8my/f5qYWGBmJiYzO8bN26M8uXLY8eOHVq629wplUqcOXMmW3ujoqKyLOomkUjQpEkTLFmyBCEhIbh27RpGjBiBs2fPonPnzrC1tcXQoUPx999/Izk5Od96E+WJOCA/AANTAwjSgg/N937hjRtRNwpcDlFR+qADORERERFph4+PD+rUqYNx48ahZ8+eePDgAX6bORWjOjXWSvmCAOhJJVgwtDP0P7Dtzvz8/NC9e3fUrVsXN27cwP/+9z88evQIY8eOzXedIrlcjnHjxmHChAmYNGkSvL29M8P7jRs38NVXX2HIkCGYMGFCrmX4+PigdevWWRZJs7S0zNJDLggCBg0ahL1796oUbgvizp07iIiIyNx/HEi/z7i4uFyH6guCgHr16mHhwoV48OABbt68iW+//RbXrl1Djx49UKJECQwaNAje3t5ITEzMsQzPUE/EpcVp1DOeY5sgYNOTTYiXx+d/MtEH6qML5GfOnMHy5cuLuhlEREREH4XHjx/Dzc0Nbdu2haWlJa5evYqNGzfCzs4OADCqc2MMaFG7QHWISiX0pBKsHNULVUpnXwStqJw7dw4dOnRA48aN8ejRI2zbtg1BQUH46quvVNrPOiYmBt26dcP69euxfv16LF68OHPKZEREBHr37o1q1aph/fr1uS7GFh8fjytXrmQJv0D2IetA+rD1mJgYHDlyRMM7Vo2Pjw8MDAzQpEmTzNeio6MBQKVtzwRBQM2aNTFv3jzcuXMHd+/exQ8//IC7d++iT58+KFGiBPr27QtPT0/ExcUBSF9N/XzEedXmi6tIhIhEeSL+fvm31sokKmwfXSAnIiIiovzFxcVh+vTpqFq1Kq5evYpdu3bh/PnzqFevXpbzBEHAD31aYYpbS+hLJWqvvC4IgDwhGsWeXkYD59L5X6Bjoiji5MmTaNGiBVq2bIlXr15h9+7duH37NgYPHgw9PdXmtj958gTNmjXD5cuXcezYMYwcOTLzmFwuR79+/ZCYmIj9+/fD2Ng413IuXLgAuVyebXh4RiAXxf96i6tUqYK6devqfNi6TCZDkyZNsrQ7KioKgGqB/H1Vq1bFzJkzERAQgIcPH2LWrFl48uQJBg4ciBIlSqBnz55Yf3E9JDqIHkooce7NOaQoUrReNlFhYCAnIiIi+oQolUps2bIFlSpVwooVKzBjxgwEBQVhwIABufbiCoKAwa3rYu+ML1C/YnqoziuYC0L64m2G+noY3q4BFrg3wsn9nvj99991cUsqEUURhw8fRpMmTdChQwckJSXh4MGDuHHjBvr27avWYsCXL19Go0aNkJiYiEuXLqFdu3ZZjk+dOhXnz5/H3r174ejomGdZMpkMdnZ2qFy5cpbXLSwsoFQqsw3v9vDwwOHDhzMDsrYpFAqcPXs2W499ZGQkAM0C+bsqVqyIH374AVevXkVISAgWLFiAiOgIPDd5rtXe8XclK5PhH+Wvk7KJdI2BnIiIiOgTcenSJTRq1AjDhw9Hq1atcP/+fcyePTvbNly5KVuyGNZ/2wcHZg6FR6u6qFK6BPTeW/TN3NgQjSqVwbS+bXD6l5EY36M5enbvhqlTp2LatGm4fPmyLm4tV0qlEt7e3qhbty66d+8OPT09HDt2DFeuXEGPHj2yzNtWhZeXF1q1agVnZ2f4+fmhatWqWY5v3boVy5cvx/Lly9GiRYt8y/Px8UGbNm2yfRiSsZr7uwu7AcCAAQOQlpYGb29vtdqtqps3byI6OjpbIC9ID3lunJycMGnSJGz9ZyukBrpbV0AKKYITgnVWPpEufbj7URARERGRSp4/f45p06Zhx44dqFu3Ls6fP4/mzZtrXJ6TbXFM6p0eNtMUCvQZMBiJySnw2rkdxcyMc+xp/+WXX3D+/HkMGDAAN27c0Gqwy4lcLsfu3bvxyy+/4O7du2jTpg1kMhlatmyZ60iAvIiiiAULFmDmzJkYNGgQNm7cmG3Bt2vXrmHkyJH48ssvMWbMmHzLjI6OxvXr1zFq1KhsxywtLQEAsbGxKFWqVObrpUqVQps2bbBjxw58/fXXat9HfmQyGYyNjdGoUaMsr2cE8twWdSuIp4lPIUDQ2mJu71NAgcfxj3VSNpGusYeciIiI6COVlJSE+fPno3Llyjh58iQ2btyIq1evFiiMv09fKoUyOR4mEgWKm5vkGnb19fXh6emJ2NhYDB8+PMvcaG1KS0vD5s2bUbVqVXh4eMDJyQm+vr44ffo0WrVqpVEYT0lJwbBhwzBz5kzMnTsX27dvzxbGX716hd69e6N27dpYvXq1SvWcO3cOSqUyx+3QMnrI31/YDUgftn727Fk8f/5c7XvJj0wmQ7NmzWBoaJjl9aioKOjp6eW5/ZumolKjIBF0Gzui0nQzxJ9I1xjIiYiIiD4yoihiz549qFKlCubPn4+xY8fi4cOH+PLLL9Ueoq2KtLQ0lVYlL1u2LDZv3oyDBw9i5cqVWm1DSkoK1q1bB2dnZ3z55ZdwcXHBtWvX8M8//6Bp06YalxsREYH27dvD09MTO3bswKxZs7KF7bS0NPTt2xdyuRze3t75bpWWQSaToWzZsihXrly2Y3kFcjc3NxgYGGDXrl0a3FHu5HI5zp07l224OvDfHuSafKCRH6Wom7njhV0HkS4wkBMRERF9RG7cuIGWLVuiX79+qF27Nu7cuYNFixZlBjxdSE1NVSmQA0DPnj3x3XffYerUqbh69WqB605MTMSKFStQvnx5jBkzBk2aNEFgYCD27duXbcV4dQUFBaFx48a4d+8efHx8MGjQoBzPmzhxIi5fvgxvb284ODioXH7G/uM5hdy8ArmlpSW6d++u9dXW/f39ERcXl2Mgj4yM1Nk0A2Opsc5GTGQwkqr2IQnRh4aBnIiIiEiLRFFEWmoaFHKFVst9/fo1RowYgXr16uHt27c4ceIEDh48CGdnZ63Wk5PU1FTo6+urfP5vv/2G2rVro3///tkWLVNVXFwcfvvtNzg5OWHy5Mlo37497t27h127dsHFxUWjMt8lk8nQuHFjGBgYwM/PD82aNcvxvI0bN2L16tX4448/1OqJj4iIQGBgYI7D1QHA3NwcQPZF3TIMHjwYN2/exJ07d1SuMz8ymQympqaoX79+tmMZPeS64GjiqLMV1gFAAgnKmWQfhUD0MeCibkREREQFIIoibl+4jzNevrjn9xAht55BnioHAJhamqBygwqo3rQK2g9tCftytmqXn5qailWrVmHevHmQSqVYuXIlvvnmG5X309YGdXrIAcDAwABeXl6oU6cOvv76a+zevVvlodDR0dFYuXIlli9fjvj4eAwfPhw//PADypcvr2nzs9m0aRNGjRqF1q1bY/fu3bCyssrxvMuXL2PMmDEYNWpUln3IVXHmzBkAyLE3Gkifc29iYpJjDzkAdO7cGcWKFcOOHTuwYMECterOjUwmg6ura44frkRFRelkQTcAcDJ10km5GUSIOq+DSFfYQ05ERESkofP7/PBV9e8wqeUs/LPhFB76P84M4wCQEJOI66dvYccv3vii4jhM7/wLnt4NVansjH21a9SogR9++AFffPEFHj58iHHjxhVqGAfUD+QAUK5cOWzcuBF79+7F2rVr8z0/IiICP/74I8qWLYuFCxdi8ODBCA4Oxvr167UWxpVKJaZNm4avvvoKX331Ff75559cw3hYWBjc3d3RoEEDjebDy2QyODs7o3Tp0rmeY2FhkWsgNzAwQN++fbFz504olQXvXU5NTcWFCxdy7bHXZQ+5pb4lKphWgADtz08H0gN5vWIFm75AVFQYyImIiIjUFBsZh5/7L8O8PkvwPCgMAHIfoi4CSoUSEIHrpwIxqvZUeP52IM+Qde/ePXTu3Bndu3dHmTJlEBAQgFWrVsHa2loXt5PNgxdvsPnkVUzdeBg952+B2MAd/kIZfLvuANYduYTrj56rNCfY3d0dY8eOxcSJE3Hjxo0czwkPD8eUKVNQtmxZrFixAiNHjkRISAhWrlwJR0dHrd1TYmIi+vbti0WLFmHp0qVYu3ZtrsPwU1JS4O7uDgDYu3ev2h9GAP/NH89LXoEcSF9t/enTp7h48aLa9b/v6tWrSExMzLVNugzkANDOtp1Otj2TQIIaFjVQ0qik1ssmKgwcsk5ERESkhrdhUZjSejZeBr8CALUWq1Iq0kP4xuk7EHLrKb7/axykUmnm8aioKMyZMwerV6+Gk5MTDhw4gB49euhk5ev3iaIIWWAwNp28ittPwyH5t06lKEIwMkMSgAt3Q3Dx3hOsO3oZZUtaYUibeujdpAakeazsvmTJEly8eBH9+vWDv79/5mJmoaGhWLRoEf78808YGhpi4sSJ+O6772BjY6P1ewsLC0OPHj1w9+7dzGeal/Hjx8Pf3x/nzp2DnZ2dRvXdv38fc+bMyfO8/AJ58+bN4ejoiB07dhR4KzsfHx9YWlqiTp06OR7X5aJuAFC/WH0cNDqI18mvtTqfXAklepTK+++T6EPGHnIiIiIiFSXEJmJqmzkIe/wqM1xrSrbrAlaO/R+A9O2o1q5dC2dnZ2zatAkLFizAnTt30LNnz0IJ45FxiZi88W9M+t/fuPss/YMGpShC+d6HDaIIKJTprz17HY2fPU9j+O+78fR17ntAGxkZYffu3Xj16hVGjRqF4OBgjBw5EhUqVMDOnTvx448/4unTp/j55591EsZv3ryJRo0a4eXLlzh//ny+YXz9+vXYsGED1q1bh0aNGmlUp0wmAwC0atUqz/MsLCzyXPROIpFg0KBB2L17N1JTUzVqy7ttatGiRZYPgN6l6x5yPYkeRpYfqdVecgECOtp2hLO57hc2JNIVBnIiIiIiFW2Yug0vHoZBIS94D58oAkc2nMK6+RtRt25djB07Fj169MDDhw/x/fffw9DQUAstzt/T11Ho9+t2nL31GACyhfDcZJx151k4+v+2Hf6Pnud6bsWKFTFnzhx4enrC2dkZBw8exM8//4wnT57gp59+ynUed0H9888/aN68OWxsbHDlyhXUrVs3z/N9fX3x7bffYty4cRg+fLjG9cpkMlSvXh22tnkv4mdpaZlnDzmQPmw9MjISx48f17g9ycnJuHjxYq7D1dPS0pCQkKCzRd0ylDMth/6O/bVSlgQSOJk6wa20m1bKIyoqDOREREREKgiQ3caRP09BqdTmPFgRu2YdhLmxBa5cuYJNmzZpNERaUy8jYzF8uRei4hMze77VpVCKSE1TYMyafbj1JCzb8Vu3bmHAgAGYMmUKTExMoKenh0OHDuH777/P3PpL20RRxMqVK9GjRw+0bdsW58+fz3f/8BcvXsDd3R1NmjTBsmXLClS/KvPHgfyHrAOAi4sLXFxcCrQn+eXLl5GSkpLngm4AdNpDnqGjXUe4O6TPz9d0kTcBAsqalsWUSlNgIFF/fj/Rh4SBnIiIiEgFOxfsg0Sq7V+dBBhIDDFp4LQc94bWJaVSxPQtRxCTkKxxGM8sSxSRJldiysbDSExJH1rt7++PXr16oWbNmrh8+TLWrl2LFy9eoGrVqhg6dCji4+O1cRvZyOVyjBs3DhMmTMCkSZPg7e0NU1PTPK9JTk6Gm5sbDAwMsGfPHrX2XH/f06dP8fjx41zD77tUCeRAei/5oUOHEBcXp1GbZDIZrK2tc92/vTADOQB0K9UN31b8FqZ6ppCoEUcyzu1g2wHTqkyDiZ6JrppIVGi4qBsRERFRPp4/DMON07d0Vv6BVUfRe3wXSPJYHE3bPM8F4GZI9h5tTSlFEW9iEjBt3R48Or4DR48ehbOzMzZv3gwPD4/MkLt7927Uq1cPY8aMwV9//ZU5R/5x2FscvxaE20/Cce/ZayQkp0IAYGVmDJdy9qhZ3h6dGlRGCUuzXNsQGxuL/v374+TJk1i/fr1Ke4eLoojRo0cjMDAQFy5cQMmSBVutWyaTQRAEtGzZMt9zVQ3kAwcOxLRp07B//3588cUXGrWpZcuWub6/IiMjARReIAeAusXqopJ5Jfz98m+cfXMWKcoUSCGFAll3K5BAAvHf/1WzqIaeDj1R0axiobWTSNcYyImIiIjy4XfYH4JEgKjV4er/EoHwkNd4/iAMZarkPaxaW1LT5Fh/9LLWy1WKIs4+CIciPAI7d+5Ev379si0iVrlyZaxbtw5DhgxB69atUat5e6w+dBE3Hr2AVCJAKYp4dxr76+h4yAIeQRbwCCv2nUebOhUxrmdzlClplaXcp0+folu3bggNDcWxY8fQrl07ldq8evVqbNmyBVu3bkW9egXfy1omk6F27doqzcfOb1G3DGXKlEGLFi2wY8cOtQN5YmIiLl++nOcw/MLuIc9gpmeGgWUGws3BDf5R/ghOCEZwfDCi06KhFJUwkhqhnEk5OJk6oV6xetzajD5JDORERERE+XjgHwxBEHSyj3KGh/6PCy2Qn775CDGJyTopWyKRYNT85RjYtWmu5wwePBinZWcwd8sRFL8SnbnFWm5D599daE4W8AhnAx/ju96uGNC6NgRBgJ+fH3r06AFTU1NcunQJVatWVamtZ8+excSJEzFx4kQMGTJEjbvMmSiK8PHxQb9+/VQ6P2NRN1EU811N38PDA6NHj0Z4eLha6wz4+voiLS0tzzntGYFc14u65cZQaoimNk3R1Cb39wzRp4pzyImIiIjyERzwpMDbnOVFqi/Fk9vPdFb++45ff5AZgrVNBHD02v08z4lLSkFaxdYoVrUxANVXdgfSQ3uaXIHFe85g7raT8PTyQqtWreDs7Aw/Pz+Vw/izZ8/Qt29ftGjRAosWLVK5/rwEBwfj+fPnKs0fB9J7yJVKJRITE/M9t0+fPpBKpfDy8lKrTTKZDCVLlkS1atVyPScqKgoGBgYwNjZWq2wiKjj2kBMRERHlIyleN73JGZQKBc6fuYDY31/D1NQ088vExCTX7wuy8NitJ2FqhWB1PY+IQUJyKkyNsq+AnZomx7er9iPo+RsIQsH6hg5duo2Nt33h5uaGjRs3wsjISKXrkpKS0Lt3b5iYmMDLywt6etr5ldjHxwdSqRSurq4qnW9hYQEgfe57fgvPFS9eHF26dMGOHTswYcIEldskk8nQunXrPHvgM/YgL4w974koKwZyIiIionxI9aT5n1QASqUSAYEB2HtrGxITEyGqEJb19fXzDOy5fS8xNMHbuPx7ZAtCBPDg5RvUKZ99CP6fR/xw60kYtPN5gIASNZrjq5HdVA7joihi5MiRuHfvHi5evAgbGxttNARAevitX79+ZtDOz7uB3N7ePt/zPTw80K9fPzx48ACVKlXK9/y4uDhcvXoVw4YNy/O8yMjIQp8/TkTpGMiJiIiI8mFfwRbhIa+0FCKzk0ikmL3wJ/Qe3wWiKCI5ORkJCQmZX4mJiWp/HxUVleNxhb4xqn4xUzc38o74pNRsr90PfY3Nx69q9TkKAjB/xynUr+QIC9P8Q/mKFSuwfft27Nq1C7Vr19ZaO0RRhEwmw/Dhw1W+JiOQq7KwGwB069YN5ubm2LFjB+bOnZvv+RcuXIBCoch3T/SMHnIiKnwM5ERERET5qNKgIm7K7kAhV+R/sgZEpQjneuUBAIIgwNjYGMbGxlrtvc3w/E00us3brPVy3yeVZB/+vOnYFQgCoM218UQRiE1MxoGLt/FF+7z3cj99+jSmTJmCqVOnYsCAAdprBIB79+7h1atXKs8fB9IXdQOg0tZnAGBsbAx3d3fs2LEDc+bMyXeIuY+PD0qVKgVnZ+c8z4uKiiqyBd2IPndc1I2IiIgoHzVcq+osjAOAgZE+KtYpp7Py32VtYYrCmCpc3Nwky/dvYuLhc+NRriupF4QoAp6yACjzKDskJAT9+/dH27ZtsXDhQq23wcfHB/r6+mjWrJnK17w7ZF1VHh4eCA4OxpUrV/I9V5X54wB7yImKEgM5ERERUT7qtnOBTWlrnZQt1ZOg/RetYGRiqJPy32dsqA9HGyud1qEnlaCCfdbndeFWiE4XkguPisOjlxE5HktMTETv3r1haWmJXbt2ZdsbXRtkMhkaN24MExOT/E/+l7m5OQD1Annr1q1hb2+PHTt25HledHQ0bty4ke9wdYCBnKgoMZATERER5UMqlcJtfBedrEKtUCjRc2xHrZebl3oVS+c4pFwbBAGo6lgS+u+F3nvPXkNPqttfPe8+e5XtNVEU8dVXX+HRo0c4cOCAToZmK5VKnDlzRqXw+y59fX0YGxurFcilUikGDBgALy8vyOXyXM87d+4clEqlSkPouagbUdFhICciIiJSQc9vO6N05VKQaDFUChIBbuO7opxLWa2VqYoejavpZOg4kD583L2pS7bX74e+hlyHe7nrSSV4+Dx7D/mSJUvg6emJv/76Cy4u2dulDYGBgYiMjFRr/ngGCwsLlRd1yzB48GC8fv0ap06dyvUcmUyGsmXLoly5/KdCsIecqOgwkBMRERGpwMBQH9O2fQtBgFZ6yqV6EtiWLYHhvwzUQuvUU7tcKVSwt4ZEBz3+pkYG6FivcrbXE5Kzr7quTaIoIiklLctrx48fx7Rp0zBjxgy4u7vrrG4fHx8YGRmhcePGal9raWmpVg85ANSpUwdVqlTJc9i6j4+PSj32KSkpSEpK4qJuREWEq6wT0Sfh2bNniIjIee6gttjY2KBMmTI6raMwfUrP7FO6F/qwVapXAT/umoj5/ZdBADTevkuiJ4GFtTkWnZxVaHPH3yUIAqb1bY0RK/dqvexJvVrA2EA/2+tSiW77gQRBgOSdYfiPHj3CgAED0KlTJ8ybN0+ndctkMjRr1gyGhur/XVpYWKgdyAVBgIeHB3799VckJCTA1NQ0y/GIiAgEBgZi8uTJ+ZYVFRUFAOwhJyoiDORE9NF79uwZKlepiuSkRJ3WY2RsgqD79z6JUPYpPbNP6V7o4+Dq3hjzD/6ABR4rkJyYAqVcvWHYgiDAsVIp/Hx4OuycSuqolflr4OyI/i1qYff5QIhaWGxNKhFQr2JpuDWtkePxUtYWeBz2VmcLu4miCLvi6YukxcfHo1evXihRogR27Nihk0XcMsjlcpw9exY//PCDRtdrEsgBYNCgQfjpp59w6NAhDByYdZTF2bNnAUDlBd0ABnKiosJATkQfvYiICCQnJcK622ToWzvqpI60t6F4e3gpIiIiPolA9ik9s0/pXujj0ahrPWy6twLLR63H5cP+kOpJoMgnmEskAiAIGDTDDYN+dIN+Dr3IhW1yrxYICY/EtYfPCxSUpRIBpW2ssOjLrrkO56/uZAvfOyFa3YP8XQqliKplbCGKIoYNG4Znz57Bz88PVlZWuqnwX9evX0dcXJxG88cBzeaQA0D58uXRpEkT7NixI1sgl8lkqFixIhwd8///xMjISAAM5ERFhYGciD4Z+taOMLSrWNTN+Kh8Ss/sU7oX+jhY2xfD/EPT8MA/GH+vPYEzXr5ITkjJ+VyH4ug6oh06f90WNqU+nLm6Bvp6WDmqF37Y/A/O3n6sURkCAOdSJbBmTG9YmRrnel6t8qV0tpAckP6BR/Wytli4cCG8vb1x4MABVK1aVWf1ZfDx8YGpqSnq16+v0fUWFhYIDg7W6FoPDw989913iIiIgI2NTebrGfuPq4I95ERFi4GciIiIqAAq1auAyf8bjYkbRuHlo3AEBzxBfHQCJFIJittZwbleeRS3+3DDjpGBHpaP7IEDl+9g0d4zSEmTq9RbnrFt2qjOjTG8fYNs25y9r34lR9gXN0dYZJxW2v1+W1rXrgjfsz6YOXMmZs+ejZ49e2q9npzIZDK0aNEC+vqajXjQZFG3DP369cOECROwe/dujBkzBgDw6tUr3L17FzNnzlSpDAZyoqLFQE5ERESkBRKJBKUrlULpSqWKuilqEwQBvZvUQIvq5bDv4m14ng/A29j0dRne3TtcoVBCBKBITUa/1vUwpG1DOJawUqkOiUTAwDZ18fves1ofta5QimhWwQaDendE9+7dMWvWLC3XkLPU1FRcuHABc+bM0bgMTeeQA0CJEiXQsWNH7NixIzOQy2QyAECrVq1UKiMqKgpGRkYwNs59dAMR6Q4DOREREREBAKwtTDGiUyN82aEBgsPe4m7oa4SEv0VKmgL6UgkcS1jB2lBA+yZ1UbbFXyqH8Qz9WtTEvguBCH0drbXh6xKJgNY1y2H6uC9RqlQpbNu2DRIdr+ie4cqVK0hMTNR4/jhQsEAOpA9b9/DwQEhICMqVKweZTIYqVarA3t5epeu5BzlR0WIgJyIiIqIspBIJKjmUQCWHEjkeb9igPvbt2wcPDw+1yjXQ18PPwzrji0W70reNK2A7JRIBFiZGuH9sG168eIGrV6/CwsKigKWqzsfHB1ZWVqhdu7bGZWQEclEUNdrfvmfPnjA1NcXOnTvx448/QiaToV27dipfHxkZyUBOVIQK5+NDIiIiIvpkuLm54ejRo0hMVH+7wWplbfHL8M6AkL4gnKYkEgFG+nqobfgG/xzch507d6JSpUoFKFF9MpkMLVu2LNC2ahYWFlAoFBo9SwAwNTVFr169sGPHDjx//hwPHz5Uq8eePeRERYuBnIiIiIjU0rt3byQlJeH48eMaXd+xfmUsHtkdhgZ6mYvDqUMiCLCxMMWQeiXx+y+zMH/+fHTt2lWjtmgqKSkJFy9eVHk189xYWloCQIGHrd+7dw9btmwBoPr8cSA9kBcv/uGs/E/0uWEgJyIiIiK1ODs7w8XFBd7e3hqX0aZ2RXjPHop6lf7dK1vMex934L+V3Xs3r4EFAxpjypiv4O7ujhkzZmjcDk1dunQJqampBZo/DiBziH1BAnn79u1RokQJeHl5wcXFJcsWaPlhDzlR0WIgJyIiIiK1ubm54e+//0ZqaqrGZdgXt8Da8W6Y078pooJv4t0p1BKJAMk7vecmhvro26IW9s76AmO71MeAvu5wcnLCli1bNJp7XVA+Pj6wsbFB9erVC1SONgK5np4e+vfvj3v37qnVOw4wkBMVNS7qRkRERERqc3Nzw9y5c+Hj44NOnTppXI4gCPCXHUHklYMI2LcGLyLjERT6BrGJKRAEoLiFCaqVsUVZ22KQSiRQKBTo0aMH3rx5g2vXrsHMzEyLd6U6mUyG1q1bF3hF94xAHhMTU6By2rRpgz/++EOt3nGAi7oRFTUGciIiIiJSm4uLCypUqIB9+/YVKJCLooht27ahT58+sDQ3g6W5GaqVtcv1/NmzZ+PYsWM4cuQIKlSooHG9BREfH48rV65g5cqVBS5LGz3kQHpPNwAEBQWpfR0DOVHR4ZB1IiIiIlKbIAhwc3PDgQMHoFAoNC7H19cXISEh+OKLL/I919vbG7/88gsWLlyIjh07alxnQV24cAFyubzA88cB7QXyM2fOwM7ODocPH0ZycrJK1yQlJSElJYWLuhEVIQZyIiIiItKIm5sb3rx5A19fX43L2LZtG8qUKQNXV9c8z7t9+zaGDh2K/v37Y+rUqRrXpw0+Pj4oVaqUVrZZ09fXh7GxcYECuSiKkMlk6Ny5M2JjY3H48GGVrsvoVWcPOVHRYSAnIiIiIo00bNgQDg4O2Ldvn0bXJycnw8vLC0OGDMlzLnZkZCR69uyJihUrYuPGjUWyiNu7MuaPa6sdFhYWBQrkwcHBeP78Odzd3VGvXj3s2LFDpesYyImKHgM5EREREWlEIpGgd+/e2LdvH0RRVPv6w4cPIyYmBkOGDMn1HIVCgYEDByI6Ohr79++HqalpQZpcYNHR0bh+/bpWhqtnsLCwKNCibj4+PpBKpXB1dYWHhweOHDmSGbbzEhkZCYCBnKgoMZATERERkcbc3NwQGhoKf39/ta/dunUrGjZsiMqVK+d6zowZM3Dq1Cns3r0b5cqVK0hTteLcuXNQKpVo3bq11sosaA+5TCZDvXr1YGFhgQEDBkAul2Pv3r35XscecqKix0BORERERBpzdXWFtbW12sPW37x5g6NHj+bZO+7p6YlFixZhyZIlaNu2bUGbqhU+Pj5wcnLS6ocDlpaWGgfyjPnjGR8Q2Nvbo23btioNW2cgJyp6DOREREREpDE9PT307NkT3t7eag1b9/T0BAAMGDAgx+M3b97El19+icGDB+O7777TRlO14t3wqy0F6SG/f/8+Xr16lWUIvYeHB86ePYvQ0NA8r42KioKJiQkMDQ01qpuICo6BnIiIiIgKxM3NDQ8ePMC9e/dUvmbr1q3o2rUrbGxssh2LiIhAr169ULVqVWzYsKHIF3HL8ObNGwQGBmp1/jhQsEAuk8mgr6+PZs2aZb7Wu3dvGBkZYdeuXXleyz3IiYoeAzkRERERFUjbtm1hbm6u8rD1e/fu4dq1azkOV5fL5ejfvz8SEhKwf/9+GBsba7u5Gjt79iwA6KSHXNNF3WQyGRo2bJhlsTsLCwv06NEj32HrkZGRDORERYyBnIiIiIgKxMjICF27dlU5kG/btg1WVlbo1q1btmPff/89zp49iz179qBMmTLabmqB+Pj4oFKlSnBwcNBquZr2kCuVylyH0Ht4eCAwMBC3b9/O9Xr2kBMVPQZyIiIiIiowNzc33LhxAyEhIXmep1QqsX37dvTv3z/b3OXt27fj999/x/Lly9GyZUtdNlcjPj4+Wu8dBzRf1O327dt4+/Ztjm3q1KkTihcvnmcveVRUFIoXL652vUSkPQzkRERERFRgnTt3hqGhIfbv35/neRmLjX3xxRdZXvf398eIESMwbNgwjB07VpdN1cjLly8RFBSk9fnjwH895Oru5S6TyWBoaIgmTZpkO2ZgYIC+ffti586dUCqVOV7PHnKiosdATkREREQFZmZmho4dO+Y7bH3btm2oUKFClhD5+vVr9O7dGy4uLli7du0Hs4jbu2QyGQCgVatWWi/bwsICCoUCSUlJarepSZMmuc6z9/DwwLNnz+Dr65vjcQZyoqKnV9QNICIiIqJPQ9cevfDjsj8xac0+PAqLxuvoeCiVIgwN9FDRwQZVHKzx99krGDtkSGboTktLQ9++fZGamop9+/bByMioiO8iZzKZDDVq1EDJkiW1XraFhQUAICYmBiYmJipdo1AocPbsWUycODHXc5o1a4YyZcpgx44dcHV1zXaci7oRFT32kBMRERFRgUTFJ2HhrtPYFBCH0q59cPbWUzyPiEGqXAG5UomE5FTcDH6JPedvwbHDV7iWao+jV+5DFEVMnjwZly5dgre3N0qXLl3Ut5IrXc0fB/4L5OrMI7958yaio6PzbJNEIsGgQYOwZ88epKamZjkmiiJ7yIk+AAzkRERERKQxWcAjuM3Zgn0XbiFVroAgCMhtJrTy3wNhUQn4cfNRuM/4A2v/twWrVq3Kso/2h+bJkycICQnRyfxxIH1RN0C9QO7j4wNjY2M0bNgwz/M8PDwQGRmJY8eOZXk9MTERaWlpXNSNqIgxkBMRERGRRraevIbJ6/9GbGIyFErVFyTLODMkMgV1v5iJzr3766aBWiKTySAIgs5Wftekh1wmk6FZs2bZVqp/X40aNVCzZs1sq61HRUUBAHvIiYoY55ATERERkdr2nruJ5fvOAwDUXBw8kyCRQinRw4hlu7F9+iCUsDTTYgu1RyaToU6dOjoLr+oGcrlcjvPnz2P69Okqne/h4YH5vy3D9mN+CHkdiwehbxAZE4eqblOw+9orvFT6oY6zA+o4O3yQC+oRfcoYyImIiIhILcEvI/Cb1xmtlKVQioiMS8S8bSexcmyvDy4QiqIIHx8fDBgwQGd1vLuomyr8/f0RFxen0pz2W8FheCyUgXPvqfjd+yKkEgkU/26DZly8FG6FRuHO80tQKEU4lrTCoHZ14NaiJvSkHEhLVBg+6J+0hQsXokGDBjA3N0fJkiXRq1cvBAUFFXWziIiIiD5bSqWIn7YcB3KdKa4+hVKE750nOHLlvtbK1JZHjx7hxYsXOps/DgD6+vowNjZWuYdcJpPBzMwM9erVy/WcpJQ0LPU6g2G/euL6o3AIQvqv/Yr39iQXRWRON3j+Jhq/7ZThi1924tGLCA3vhojU8UEH8rNnz2Ls2LG4fPkyTp48ibS0NHTo0AEJCQlF3TQiIiKiz5Lf/We4H/parTnjqhAAbPjnMkRNx7/riI+PD6RSaY7bhmmThYWFWoHc1dUV+vr6OR6PikvE8F89set0AACo/HeV8egfvYjA4Pk7cO7mY5WuIyLNfdCB/NixYxg2bBiqV6+OWrVqYcuWLXj27Bn8/f2LumlEREREnyWvMwGQSrQ/rFwEEPomGleDQrVedkHIZLLMEZu6pGogT01NxYULF3Idrh6XmIJRS/bi8cu3Gn+4oVCKkCuUmLLmEC7deapRGUSkmo9qDnnGvJq8tmdISUlBSkpK5vfqrFZJRNr37NkzRETodtjbvXv3dFo+ERGlS0mTw/dOiNZ7xzNIJRKcuRmMhlXK6KR8dYmiCJlMhq+++krndakayK9cuYLExMRcA/miXTKEhEdCWcC/IxGAUhQxfcM/2Dd/GIpbmBSoPCLK2UcTyJVKJb777js0a9YMNWrUyPW8hQsXYu7cuYXYMiLKzbNnz1C5SlUkJyUWdVOIiEgLHr2I0FkYB9LnN99+Eq6z8tV19+5dvH79WqfzxzNYWFiotKibTCaDpaUl6tSpk+3Y+cDHOHJZex9SiyKQmJyKBdtPYcmYHlorl4j+89EE8rFjx+L27du4cOFCnudNnz4dkyZNyvw+NjYWjo6Oum4eEeUgIiICyUmJsO42GfrWuvs5THp8DTHnt+usfCIiSvfwpe4X+npUCHWoysfHB/r6+mjatKnO67K0tFSph1wmk6Fly5aQSqVZXhdFEav2XYAgaL4NXU4UShGyG8EIevYalcuU1F7BRATgIwnk48aNw+HDh3Hu3DmULl06z3MNDQ1haGhYSC0jIlXoWzvC0K6izspPe/thzTckIvpUJSWnQSIIUOpw4bXkVDlEUfwgtj+TyWRo0qQJTEx0P1zbwsICjx/nvYhacnIyLl68iF9//TXbsVuPwxD84q1O2iaVCNh7NhA/Dmmnk/KJPmcf9KJuoihi3Lhx2L9/P3x8fFCuXLmibhIRERHRZ0sqleh8FXSJRPggwrhSqcSZM2dU2utbG1SZQ3758mWkpKTk2KbjV4MglejmV3uFUsRRv/sFnpdORNl90IF87Nix2L59O3bu3Alzc3OEh4cjPDwcSUlJRd00IiIios+OrZWZFncfz5mNhamOa1DNzZs3ERUVVSjzxwHVArmPjw+sra3h4uKS7dit4LBse4xrU1JKGkJfR+usfKLP1QcdyNeuXYuYmBi0atUK9vb2mV9eXl5F3TQiIiKiz061srY6LV8iCHApZ6/TOlTl4+MDIyMjNGrUqFDqU2VRN5lMhlatWkHyXk+4KIp4+Fz3c++DQl/rvA6iz80HPYdc10OiiIiIiEh1JazMYFvMDK+i4nVSvggRtSuU0knZ6pLJZGjevHmhrU2UsahbbvPnExMT4efnh99//z3bMblCiVS5QudtjE9Kyf8kIlLLB91DTkREREQflj6utSDR0RxvqUSCLo2q6qRsdcjlcpw7d67Q5o8D6T3kCoUi16mZvr6+SEtLK9Q2ve9DmNtP9KlhICciIiIilfVqVh0SifaDmVQioHODKihmZqz1stXl7++PuLi4Qps/DqQHcgC5ziOXyWSwtbVF1arZP7DQ15PC1MhAp+0DAGsL3a82T/S5YSAnIiIiIpVZW5hibI9mWi1TAGBkoI9xvbRbrqZ8fHxgZmaGevXqFVqdqgTyVq1a5dpLXc1Jt/P7AaBKGd3XQfS5YSAnIiIiIrUMblcX1Z1sIdVST7kIYMbAtihhaaaV8gpKJpOhRYsW0NfXL7Q6MwJ5Tgu7xcXF4erVq3kOV69ZoZTW/j5yUtzCBCWsPowV8Ik+JQzkRERERKQWqUSC5aN7wt7aQishcGTXxujcsIoWWlZwKSkpuHDhQqHP1ba0tASQcw/5+fPnoVAo8hxC371pNSh0tE+4RBDQ29WFc8iJdICBnIiIiIjUZm1his1T+qNy6RIaXS+RCJAIAr5zc8U33ZpouXWau3LlCpKSkgp1/jiQ95B1mUwGBwcHVKxYMdfrHUtaoVHVMjrrJXdrkX3vcyIqOAZyIiIiItKItYUptnw/EON7NYeeRKLS6usZ55QtWQzbpg3EF+3r67qZavHx8YGVlRVq1apVqPWam5sDyD2Qt27dOt8e6on9Wmi9XYIAfNGpPuyKm2u9bCJiICciIiKiAtCTSjCsYwP8s+ArjOrWGDYW/80zlggCpBIBGTFSAFCvUmks+6YHvGYOQdUPcJGwjMXTpFJpodZrYGAAIyOjbIE8OjoaN27cUGkIvXPpEhjRvbHW2iSVCHAsYYWRWiyTiLLSK+oGEBEREdHHr4SlGUZ0aYyvOzdCWGQc7j17hbDIOCgUSpgY6qOigw0qly4Bk0LYnktTSUlJuHTpEhYvXlwk9VtYWGRb1O3cuXNQKpUqz2n/sktDPAx9A58bjyAWYEq5VCLAzNgQK8b3gqE+IwORrvCni4iIiIi0RhAElLK2QClri6JuSo7ik1Jw4lIQAu4/x61HYXgVGQelUglDfT1Ym+vDvlZXlHSqCaVS1Ml+63mxtLTM1kPu4+ODsmXLoly5ciqVIZVI8MuILpj310kcuXwPggC1g7lEEGBtaYq1k9xRxraYehcTkVoYyImIiIjokxcTn4QN3hdx6OxtpKUpIJEIWVYlT06V48VbOUo6N8Hve65jl+wRhvdoiB4tXQotmFtYWGQL5DKZTO0F5vT1pJj3ZUc0q+GEhTtOIyE5DaIKqVz67zPp2bw6vuvbAmbGhmrVS0TqYyAnIiIiok/a+evB+Pl/JxCbkAzlvyE8ty3CBEn63PHwiFgs3HQKxy/ex6xRnWBvo/se//cDeUREBAIDAzFlyhS1yxIEAZ0aVUGjamWx//wt7JYF4E10AoD0ef+imL5gm1IUoVSK0JNK0LFBZfRrUxs1ytlp7Z6IKG8M5ERERET0ydp94gaWbpNpNHQbAG4+eIGhP23H2hn9UMHRRvsNfMf7gfzs2bMAUKA90YuZG+PLLg0xtFN9PHwegXtPX+HRiwgkpcihJxFgb2OBamVtUc3JFuYmRgW+ByJSDwM5EREREX2S/j53G0u3yQBoFsaB9J70+MQUjF6wG1vmeqBUSUsttjArMwtLPHn2HDEJyTAzNoBMJkPFihVRunTpApctlUhQpUxJVClTUgstJSJtYSAnIiIiok/Os/Ao/Lb5tFbKygjlc9Yfxbof+2ttTrlcocS5m8E47f8IgY9f4qVhbcC5Ntp8txYGelIkR5nBuVV/PAmPhJNdca3USUQfFgZyIiIiIvqkiKKIeRuOQ6lUaq1MhVLEzQcvsc/nJvq0q12gspRKEXvPBuLPw5cRGZsIiUTInNueIVWugGBWEq8FAe4//YX6lR0xdWArVHTQ7bB5IipckqJuABERERGRNgU8eIFbD1/munBbQWw66AdFAYJ+2NtYjFyyB7/t9EFkbCIAZAvjGQRByBxqf+Phcwyatx2b/rmS6/lE9PFhICciIiKiT8rekwGQ6mirsrfRCbhw47FG14aEReKLX3YiMPil2tcqlCIUShGrD/hi1uZjBfpQgIg+HAzkRERERPTJUCiVOH89WCe940D6Xt3nrgerfd2b6HiMXLIHMQnJBW7b0cv3sXjXmQKVQUQfBgZyIiIiIvpkPA2LQkqaQmflK5Qibj8KU+saURQx/6+TiIlP0toHBXvO3MSFWyFaKYuIig4DORERERF9MoJDI3Rex7OwKLWGjJ+4+gC+t59otddeEIC5m48jMTlVa2USUeFjICciIiKiT0ZSIQRUpSgiNVW1XnhRFLHxiB8ELU9pF0UgMi4Jx67c127BRFSoGMiJiIiI6JMhlRbOr7dSqWoJ+9bjMAS/eJu5Wro2CQKw69QNiLoonIgKBQM5EREREX0ybK3NdV6HpZkRDPT1VDr3QmCIzlZ8F0XgcVgk3kQn6KR8ItI9BnIiIiIi+mRUcbLVafmCAFQrb6fy+XeehOt83/B7T1/ptHwi0h0GciIiIiL6ZJiZGMKpVHGdlS8IAmpXdlD5/IfPI6DLOC6VCAh++VaHNRCRLjGQExEREdEnxb1tLa0vovaurq7VVT43VYdbsAHpHxAkp8p1WgcR6Q4DORERERF9Uro0rwZDFed4q0MqEdC6vjNKFDNT/RpdLzInAnqFtJAdEWkff3qJiIiI6JNiZmKICYNaar1cfT0pxg9sodY1pUtYar0d75IrlTqvg4h0R/sfHX7inj17hoiICJ3XY2NjgzJlyui8Hvp8qfNeliQlofa/fw4ICIDS2Fil6+7du6dZ4z5ghXFPKSkpMDQ01Gkdhfl3o+u6PsX3GREVXO82NXH6ygNcv/9ca4uqTR7SGnY2FmpdU72cHe4/ew25QqmVNuSkalndLmRHRLrDQK6GZ8+eoXKVqkhOStR5XUbGJgi6f4+hnHRC3feyCYCMDVWaNW8O3f8EfHgU8VGAIGDw4MG6r0yQAKLufnErLIX6zIiI3iMIAhaO745vft6NJy/fQlHAUP5Ftwbo0cpF7evqVy4NL5+AAtWdFyszY5SxtdJZ+USkWwzkaoiIiEByUiKsu02GvrWjzupJexuKt4eXIiIigoGcdELd97JxWgqw8wcAgO2g35Ckr1rvbdLja4g5v71Abf1QKFPiAVHU+c9/xjMrrHp0qbCfGRHR+yxMjbBuZj98//sh3Ah6rvb1EokAURTxTZ9mGNq9oUZtcK1ZHlZmxoiOT9Lo+rxIBAF9WtWEVMJZqEQfKwZyDehbO8LQrmJRN4OowFR9LxumJv/3Z9sKUBoYqVR+2ttQjdv2odL1z3/GMyusegrDp3QvRPTxsTA1wpoZfeF9OgArd51DmlwBMZ/OcolEgFIponRJK8wd3Vmtfcffp68nxYC2tbH+0KV861WXRCLAzVX9Xnsi+nAwkBMRERHRJ00iEdC3fR10aFwFf5+7g72nAhAWEQsAEARAgADlv2lZEIA6lUujf4c6aFanvFZWMP+iY338c+keXkTEaG0+OwCM6dUUtsXNtVYeERU+BnIiIiIi+ixYmhtjcNf6GNy1PiKi43E/5DXCImIglythZKiPCqVt4FymBIyN9LVar6G+HuZ/2QlfLfKCAKCgkVwqEVClTEl4tK+njeYRURFiICciIiKiz46NlRma11F9P/GCcqlgj19GdMGMDUcAUdQ4lEslAkqXtMKK8b25/zjRJ4A/xUREREREhaB9/UpYNq4HTI0NIZUIGpVR29kBm37oj2Lmqm1BSkQfNgZyIiIiIqJC4lqzPPb9PBQtapUHgHyDufDvl5GBHqZ7tMH6yX1gZcYwTvSp4JB1IiIiIqJCZG1hiiVjeuDRiwjsPROI41eDEJuQnO08QQAqOtjAvWVNdGlcFaZGBkXQWiLSJQZyIiIiIqIiUNHBBtM82uCHQa3xOioeD19EICEpFRKJgJJWZqjkWALGhtpdYI6IPiwM5ERERERERUgQBNgWN+cWZkSfIc4hJyIiIiIiIioCDORERERERERERYCBnIiIiIiIiKgIMJATERERERERFQEGciIiIiIiIqIiwEBOREREREREVAQYyImIiIiIiIiKAAM5ERERERERURFgICciIiIiIiIqAgzkREREREREREWAgZyIiIiIiIioCDCQExERERERERUBBnIiIiIiIiKiIsBATkRERERERFQEGMiJiIiIiIiIigADOREREREREVERYCAnIiIiIiIiKgIM5ERERERERERFgIGciIiIiIiIqAgwkBMREREREREVAQZyIiIiIiIioiLAQE5ERERERERUBD6KQL569Wo4OTnByMgIjRo1wpUrV4q6SUREREREREQF8sEHci8vL0yaNAmzZ8/G9evXUatWLXTs2BGvX78u6qYRERERERERaeyDD+TLli3DiBEjMHz4cFSrVg3r1q2DiYkJNm3aVNRNIyIiIiIiItKYXlE3IC+pqanw9/fH9OnTM1+TSCRo164dLl26lOM1KSkpSElJyfw+JiYGABAbG1vg9sTHx6fXEf4IytTkApeXm7TI5wAAf3//zDp1QSKRQKlU6qz8wqwnKCgIgG7/btLehuq8DqBw/v7Vfl7yFGT8BCU9v4MkPUOV6im0Z1YI9XxK91JY9XxS9/Lvz2V8fLxW/j3JKEMUxQKXRf89R2383RAREWmDqv/WC+IH/NvAy5cv4eDggIsXL6JJkyaZr3///fc4e/Ys/Pz8sl0zZ84czJ07tzCbSUREpJHQ0FCULl26qJvx0Xv+/DkcHR2LuhlERETZ5Pdv/QfdQ66J6dOnY9KkSZnfK5VKREZGwtraGoIgFGHLchYbGwtHR0eEhobCwsKiqJtT5Pg8/sNnkRWfx3/4LLL6GJ+HKIqIi4tDqVKliropn4RSpUohNDQU5ubmH+S/9URE9PlR9d/6DzqQ29jYQCqV4tWrV1lef/XqFezs7HK8xtDQEIaGWYfTWllZ6aqJWmNhYfHR/CJZGPg8/sNnkRWfx3/4LLL62J6HpaVlUTfhkyGRSDjSgIiIPjiq/Fv/QS/qZmBggHr16uH06dOZrymVSpw+fTrLEHYiIiIiIiKij80H3UMOAJMmTcLQoUNRv359NGzYEMuXL0dCQgKGDx9e1E0jIiIiIiIi0tgHH8j79++PN2/eYNasWQgPD0ft2rVx7Ngx2NraFnXTtMLQ0BCzZ8/ONsz+c8Xn8R8+i6z4PP7DZ5EVnwcRERF9rD7oVdaJiIiIiIiIPlUf9BxyIiIiIiIiok8VAzkRERERERFREWAgJyIiIiIiIioCDORERERERERERYCBXAdWr14NJycnGBkZoVGjRrhy5Uqu5+7btw/169eHlZUVTE1NUbt2bWzbti3LOaIoYtasWbC3t4exsTHatWuHhw8f6vo2tELbz2LYsGEQBCHLV6dOnXR9G1qjzvN4l6enJwRBQK9evbK8/rm8N96V27P4nN4bW7ZsyXavRkZGWc75XN4bqjyLj/29QURERJ8uBnIt8/LywqRJkzB79mxcv34dtWrVQseOHfH69esczy9evDh+/PFHXLp0CYGBgRg+fDiGDx+O48ePZ56zaNEirFy5EuvWrYOfnx9MTU3RsWNHJCcnF9ZtaUQXzwIAOnXqhLCwsMyvXbt2FcbtFJi6zyPDkydPMGXKFLi6umY79rm8NzLk9SyAz+u9YWFhkeVenz59muX45/TeyO9ZAB/ve4OIiIg+cSJpVcOGDcWxY8dmfq9QKMRSpUqJCxcuVLmMOnXqiDNnzhRFURSVSqVoZ2cnLl68OPN4dHS0aGhoKO7atUt7DdcBbT8LURTFoUOHij179tRmMwuNJs9DLpeLTZs2Ff/3v/9lu/fP7b2R17MQxc/rvbF582bR0tIy1/I+p/dGfs9CFD/u9wYRERF92thDrkWpqanw9/dHu3btMl+TSCRo164dLl26lO/1oiji9OnTCAoKQosWLQAAISEhCA8Pz1KmpaUlGjVqpFKZRUUXzyLDmTNnULJkSVSuXBmjR4/G27dvtd5+bdP0ecybNw8lS5bEV199le3Y5/beyOtZZPic3hvx8fEoW7YsHB0d0bNnT9y5cyfz2Of23sjrWWT4GN8bRERE9OnTK+oGfEoiIiKgUChga2ub5XVbW1vcv38/1+tiYmLg4OCAlJQUSKVSrFmzBu3btwcAhIeHZ5bxfpkZxz5EungWQPqwUzc3N5QrVw7BwcGYMWMGOnfujEuXLkEqlersfgpKk+dx4cIFbNy4EQEBATke/5zeG/k9C+Dzem9UrlwZmzZtQs2aNRETE4MlS5agadOmuHPnDkqXLv1ZvTfyexbAx/veICIiok8fA/kHwNzcHAEBAYiPj8fp06cxadIklC9fHq1atSrqphW6/J7FgAEDMs91cXFBzZo1UaFCBZw5cwZt27YtolZrX1xcHIYMGYI///wTNjY2Rd2cIqXqs/hc3hsA0KRJEzRp0iTz+6ZNm6Jq1apYv3495s+fX4QtK3yqPIvP6b1BREREHxcGci2ysbGBVCrFq1evsrz+6tUr2NnZ5XqdRCJBxYoVAQC1a9fGvXv3sHDhQrRq1SrzulevXsHe3j5LmbVr19b+TWiJLp5FTsqXLw8bGxs8evTog/7FWt3nERwcjCdPnqB79+6ZrymVSgCAnp4egoKCPpv3hirPokKFCtmu+1TfGznR19dHnTp18OjRIwD4bN4bOXn/WeTkY3lvEBER0aePc8i1yMDAAPXq1cPp06czX1MqlTh9+nSWHpz8KJVKpKSkAADKlSsHOzu7LGXGxsbCz89PrTILmy6eRU6eP3+Ot2/fZgkdHyJ1n0eVKlVw69YtBAQEZH716NEDrVu3RkBAABwdHT+b94YqzyInn+p7IycKhQK3bt3KvNfP5b2Rk/efRU4+lvcGERERfQaKelW5T42np6doaGgobtmyRbx79644cuRI0crKSgwPDxdFURSHDBkiTps2LfP8BQsWiCdOnBCDg4PFu3fvikuWLBH19PTEP//8M/OcX3/9VbSyshIPHjwoBgYGij179hTLlSsnJiUlFfr9qUPbzyIuLk6cMmWKeOnSJTEkJEQ8deqUWLduXdHZ2VlMTk4ukntUh7rP4305rRT9ubw33vf+s/jc3htz584Vjx8/LgYHB4v+/v7igAEDRCMjI/HOnTuZ53wu7438nsXH/t4gIiKiTxuHrGtZ//798ebNG8yaNQvh4eGoXbs2jh07lrlI0bNnzyCR/DcwISEhAWPGjMHz589hbGyMKlWqYPv27ejfv3/mOd9//z0SEhIwcuRIREdHo3nz5jh27BiMjIwK/f7Uoe1nIZVKERgYiL/++gvR0dEoVaoUOnTogPnz58PQ0LBI7lEd6j4PVXwu7438fG7vjaioKIwYMQLh4eEoVqwY6tWrh4sXL6JatWqZ53wu7438nsXH/t4gIiKiT5sgiqJY1I0gIiIiIiIi+txwDjkRERERERFREWAgJyIiIiIiIioCDORERERERERERYCBnIiIiIiIiKgIMJATERERERERFQEGciIiIiIiIqIiwEBOREREREREVAQYyIkKSBAEHDhwoKibQSrasmULrKysMr+fM2cOateuXWTtISIiIqLPFwM5UR7Cw8Px7bffonz58jA0NISjoyO6d++O06dPF3XTPhtnzpyBIAiIjo7WSflTpkzJ8vc5bNgw9OrVSyd1ERERERG9S6+oG0D0oXry5AmaNWsGKysrLF68GC4uLkhLS8Px48cxduxY3L9/v6ibSO9ITU2FgYGB2teZmZnBzMxMBy0iIiIiIsobe8iJcjFmzBgIgoArV67A3d0dlSpVQvXq1TFp0iRcvnw51+tu3bqFNm3awNjYGNbW1hg5ciTi4+Mzj585cwYNGzaEqakprKys0KxZMzx9+jTz+MGDB1G3bl0YGRmhfPnymDt3LuRyeeZxQRDwv//9D71794aJiQmcnZ1x6NChLG24ffs2OnfuDDMzM9ja2mLIkCGIiIjIPL537164uLhktrFdu3ZISEhQqX3ve/78OQYOHIjixYvD1NQU9evXh5+fn1bu58mTJ2jdujUAoFixYhAEAcOGDQMAtGrVCuPGjcN3330HGxsbdOzYEQCwbNkyuLi4wNTUFI6OjhgzZkyW5/++d4esz5kzB3/99RcOHjwIQRAgCALOnDmDNm3aYNy4cVmue/PmDQwMDDhagoiIiIg0xkBOlIPIyEgcO3YMY8eOhampabbj785BfldCQgI6duyIYsWK4erVq9izZw9OnTqVGebkcjl69eqFli1bIjAwEJcuXcLIkSMhCAIA4Pz58/jiiy8wYcIE3L17F+vXr8eWLVvwyy+/ZKln7ty56NevHwIDA9GlSxd4eHggMjISABAdHY02bdqgTp06uHbt6ei10AAABvVJREFUGo4dO4ZXr16hX79+AICwsDAMHDgQX375Je7du4czZ87Azc0Noijm2773xcfHo2XLlnjx4gUOHTqEmzdv4vvvv4dSqdTK/Tg6OsLb2xsAEBQUhLCwMKxYsSLzur/++gsGBgbw9fXFunXrAAASiQQrV67EnTt38Ndff8HHxwfff/997n/Z75gyZQr69euHTp06ISwsDGFhYWjatCm+/vpr7Ny5EykpKZnnbt++HQ4ODmjTpo1KZRMRERERZSMSUTZ+fn4iAHHfvn35ngtA3L9/vyiKorhhwwaxWLFiYnx8fObxf/75R5RIJGJ4eLj49u1bEYB45syZHMtq27atuGDBgiyvbdu2TbS3t89S38yZMzO/j4+PFwGIR48eFUVRFOfPny926NAhSxmhoaEiADEoKEj09/cXAYhPnjzJVn9+7Xvf+vXrRXNzc/Ht27c6ux+ZTCYCEKOiorKU07JlS7FOnTr5tnHPnj2itbV15vebN28WLS0tM7+fPXu2WKtWrczvhw4dKvbs2TNLGUlJSWKxYsVELy+vzNdq1qwpzpkzJ9/6iYiIiIhywznkRDkQRVGj6+7du4datWpl6VVv1qwZlEolgoKC0KJFCwwbNgwdO3ZE+/bt0a5dO/Tr1w/29vYAgJs3b8LX1zdLD7JCoUBycjISExNhYmICAKhZs2bmcVNTU1hYWOD169eZZchkshznRQcHB6NDhw5o27YtXFxc0LFjR3To0AF9+vRBsWLFULx48Tzb976AgADUqVMHxYsXz/G4Nu4nL/Xq1cv22qlTp7Bw4ULcv38fsbGxkMvl2epTl5GREYYMGYJNmzahX79+uH79Om7fvp1tqgARERERkTo4ZJ0oB87OzhAEQScLt23evBmXLl1C06ZN4eXlhUqVKmXOSY+Pj8fcuXMREBCQ+XXr1i08fPgQRkZGmWXo6+tnKVMQhMxh4vHx8ejevXuWMgICAvDw4UO0aNECUqkUJ0+exNGjR1GtWjWsWrUKlStXRkhISL7te5+xsXGe96qN+8nL+9MJnjx5gm7duqFmzZrw9vaGv78/Vq9eDSB90beC+Prrr3Hy5Ek8f/4cmzdvRps2bVC2bNkClUlEREREnzcGcqIcFC9eHB07dsTq1aszFzt7V25bcFWtWhU3b97Mco2vry8kEgkqV66c+VqdOnUwffp0XLx4ETVq1MDOnTsBAHXr1kVQUBAqVqyY7UsiUe3HtW7durhz5w6cnJyylZERYAVBQLNmzTB37lzcuHEDBgYG2L9/f77te1/NmjUREBCQOX89p7YU9H4yVk5XKBT5nuvv7w+lUomlS5eicePGqFSpEl6+fKlSPe/Wl1NdLi4uqF+/Pv7880/s3LkTX375pVrlEhERERG9j4GcKBerV6+GQqFAw4YN4e3tjYcPH+LevXtYuXIlmjRpkuM1Hh4eMDIywtChQ3H79m3IZDJ8++23GDJkCGxtbRESEoLp06fj0qVLePr0KU6cOIGHDx+iatWqAIBZs2Zh69atmDt3Lu7cuYN79+7B09MTM2fOVLndY8eORWRkJAYOHIirV68iODgYx48fx/Dhw6FQKODn54cFCxbg2rVrePbsGfbt24c3b96gatWq+bbvfQMHDoSdnR169eoFX19fPH78GN7e3rh06ZLW7qds2bIQBAGHDx/Gmzdv8lwxvWLFikhLS8OqVavw+PFjbNu2LXOxN1U5OTkhMDAQQUFBiIiIQFpaWuaxr7/+Gr/++itEUUTv3r3VKpeIiIiI6H0M5ES5KF++PK5fv47WrVtj8uTJqFGjBtq3b4/Tp09j7dq1OV5jYmKC48ePIzIyEg0aNECfPn3Qtm1b/PHHH5nH79+/n7mN2siRIzF27FiMGjUKANCxY0ccPnwYJ06cQIMGDdC4cWP8/vvvag2NLlWqFHx9faFQKNChQwe4uLjgu+++g5WVFSQSCSwsLHDu3Dl06dIFlSpVwsyZM7F06VJ07tw53/a9z8DAACdOnEDJkiXRpUsXuLi44Ndff4VUKtXa/Tg4OGDu3LmYNm0abG1ts20/9q5atWph2bJl+O2331CjRg3s2LEDCxcuVLkuABgxYgQqV66M+vXro0SJEvD19c08NnDgQOjp6WHgwIFZhtwTEREREWlCEDVdvYqI6DPz5MkTVKhQAVevXkXdunWLujlERERE9JFjICciykdaWhrevn2LKVOmICQkJEuvORERERGRpjhknYgoH76+vrC3t8fVq1fVnpNORERERJQb9pATERERERERFQH2kBMREREREREVAQZyIqL/t1/HAgAAAACD/K2HsacsAgCAgZADAADAQMgBAABgIOQAAAAwEHIAAAAYCDkAAAAMhBwAAAAGQg4AAACDALoYE8hOUI5QAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize(closeness_cent, 'Closeness centrality')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66adc83a-e4cc-4ebf-9b74-5fd45d11190e",
   "metadata": {},
   "source": [
    "## 特征向量中心性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4dcf5229-2e85-447e-a6f7-8ffd7a0ea222",
   "metadata": {},
   "outputs": [],
   "source": [
    "eigen_cent = nx.eigenvector_centrality(G)\n",
    "# 计算特征向量中心性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "396825d4-bbee-48ce-9d90-d0bb5946bb0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize(eigen_cent, 'Eigenvector centrality')"
   ]
  }
 ],
 "metadata": {
  "date": 1695941989.03344,
  "filename": "networks.md",
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  },
  "title": "Social and Economic Networks"
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
